# -*- coding: utf-8 -*-
# pylint: disable=line-too-long, unused-wildcard-import
r"""|wland_wag| is a slightly modified and extended version of the `WALRUS`_ model,
specifically designed to simulate surface water fluxes in lowland catchments influenced
by near-surface groundwater :cite:p:`ref-Brauer2014`.  We implemented |wland_wag| on
behalf of the `German Federal Institute of Hydrology (BfG)`_ in the context of
optimising the control of the Kiel Canal (Nord-Ostsee-Kanal).

.. _`WALRUS`: https://www.wur.nl/en/Research-Results/Chair-groups/Environmental-Sciences/Hydrology-and-Quantitative-Water-Management-Group/Research/WALRUS-1.htm
.. _`German Federal Institute of Hydrology (BfG)`: https://www.bafg.de/EN
.. _`WALRUS repository`: https://github.com/ClaudiaBrauer/WALRUS

With identical parameter values, `WALRUS`_ and |wland_wag| yield very similar results
for the tutorial data available within the `WALRUS repository`_.  We found that all of
the relatively small discrepancies were due to using different numerical integration
algorithms, not differences in the underlying differential equations (we discuss the
only exception to this in the documentation on method |Calc_CDG_V1|).  However, to keep
our extensions consistent, we found it necessary to adjust a few variable names and
some unit conversions related to the size of some subareas.

Most of our extensions focus on the hydrological processes that apply before
precipitation reaches the vadose zone:

  1. We add some factors to correct or adapt the meteorological input data.
  2. We introduce simple storages for intercepted water and snow, implemented
     similarly as in |lland_dd|.
  3. We support the specification of hydrological response units for these processes,
     making |wland_wag| a semi-distributed model (but we model the vadose zone in
     agreement with `WALRUS`_  still in a lumped manner).
  4. We define the land-use type |SEALED|, which has no vadose zone and directly routes
     all water reaching the soil surface into the quickflow reservoir.
  5. We allow specifying subbasins consisting of surface water areas or combinations
     of surface water and sealed areas only, not possessing any to "vadose zone area"
     (however, we do not allow specifying subbasins without any surface water area).

Another notable extension is the ability for a "bidirectional" coupling with models
like |dam_pump| or |sw1d_storage|, which conceptionally makes models share the same
surface water storage for the sake of modelling backwater effects.  This functionality
allows, for example, to estimate the effect of an increase in the target water level at
a pumping station on evapotranspiration due to decreased drainage of agricultural areas
or even to reversed flow from the adjacent channels to the shallow groundwater
(influent flow conditions).

Last but not least, |wland_wag| allows the inclusion of so-called "elevated regions".
The original WALRUS model focuses on extremely flat areas like those frequently
encountered in the Netherlands and hence does not consider any topographic influences.
We realised this model concept strictness to be a limitation when applying it to areas
where highly flat lowlands neighbour mildly elevated terrain, which is typical for the
northern, coastal parts of Germany (Marsch and Geest).  Hence, we added the possibility
to define some hydrological response units as "elevated".  Here, the terrain is so high
that the groundwater level is too deep for the bidirectional interactions between soil
water and groundwater typical for lowlands.  Hence, elevated regions are pure
groundwater source areas that route their deep groundwater to the shallow groundwater
of the lowland regions,where groundwater depletion can prevail.  Therefore, adding
elevated regions to a catchment model results in a (more or less substantial) general
increase in groundwater availability in the lowland region. If the elevated region is
sufficiently large and the groundwater travel time sufficiently long, this can
significantly reduce summerly drought periods.

The following figure shows the general structure of |wland_wag|.  Note that, besides
surface water areas and sealed surfaces, all land-use types rely on the same set of
process equations:

.. image:: HydPy-W-Wag.png

The `WALRUS`_ model defines some discontinuous differential equations, which
complicate numerical integration :cite:p:`ref-Brauer2014`.  We applied the
regularisation techniques provided by the modules |smoothutils| and |smoothtools|
to remove these discontinuities.  As shown for each equation (for example, in the
documentation on method |Calc_RH_V1|), this smoothing is optional.  Set the related
parameters |SH| and |ST| to zero to disable smoothing so that the original `WALRUS`_
relationships apply.  The larger their values, the faster and more robust the
performance of the numerical integration algorithm, but the larger the discrepancies
to the discontinuous relationships.  Our advice is to set small values like 1 mm or
1 °C (as in the following example calculations), respectively, which means that
there is no sharp transition from one behaviour to another at a certain threshold
but a smooth transition that mainly takes place in an interval of about 2 mm or 2 °C
around the threshold.  As a consequence, a negative value for the amount of water
stored in the interception storage is acceptable, as the threshold of 0 mm does not
mean that the storage is completely empty but that two domains (the storage is empty
and the storage is not empty) are equally true (similar as in fuzzy logic).


Integration tests
=================

.. how_to_understand_integration_tests::

We perform all simulation runs over the same period of two months with a daily
simulation step size:

>>> from hydpy import IntegrationTest, Element, pub, round_
>>> pub.timegrids = "2017-02-10", "2017-04-10", "1d"

|wland_wag| usually reads its temperature and precipitation input data from files and
receives its potential evaporation and evapotranspiration input data from a submodel
(`petmodel`), making the definition of the relevant |Element| object straightforward:

>>> from hydpy.models.wland_wag import *
>>> parameterstep("1d")
>>> land = Element("land", outlets="outlet")
>>> land.model = model

Our virtual test catchment has 10 km²:

>>> at(10.0)

We divide the land area into four hydrological response units of type |FIELD|,
|CONIFER|, |SEALED| and |WATER| (note that the first three land-related units are
optional, but the last water-related unit is required, as it corresponds to the surface
water storage, which is an integral component of the WALRUS concept):

>>> nu(4)
>>> lt(FIELD, CONIFER, SEALED, WATER)

In the first examples, we consider the catchment completely flat and hence define no
hydrological response unit as "elevated":

>>> er(False)

With the following setting, the water area is 0.2 km², so the total land area is
9.8 km².  Of this, 0.98 km² are sealed, which makes the size of the (non-sealed)
vadose zone 8.82 km²:

>>> aur(0.6 * 0.98, 0.3 * 0.98, 0.1 * 0.98, 0.02)

The lowland's ground surface level is 1.5 m above sea level, and the channel bottom
level is exactly at sea level, making a channel depth of 1.5 m:

>>> gl(1.5)
>>> bl(0.0)

The following parameter values lead to good results in a small catchment near the Kiel
Canal (northern part of Germany).  For the parameter |LAI|, which provides land
use-specific values, we define only those values relevant for |FIELD|, |CONIFER|, and
|SEALED|.  We adopt the default values for the "physical" soil parameters (|B|,
|PsiAE|, and |ThetaS|):

>>> cp(0.8)
>>> lai.sealed = 10.0
>>> lai.conifer = 11.0
>>> lai.field = 0.4, 0.4, 0.3, 0.7, 3.0, 5.2, 4.6, 3.1, 1.3, 0.2, 0.0, 0.0
>>> ih(0.2)
>>> tt(0.0)
>>> ti(4.0)
>>> ddf(5.0)
>>> ddt(0.0)
>>> cw(400.0)
>>> cv(0.2)
>>> cg(200000.0)
>>> cgf(1.0)
>>> cq(0.5)
>>> b(soil=SANDY_LOAM)
>>> psiae(soil=SANDY_LOAM)
>>> thetas(soil=SANDY_LOAM)
>>> zeta1(0.02)
>>> zeta2(400.0)

The elevated region parameters are not required for now, and we can set their values to
|numpy.nan|:

>>> cwe(nan)
>>> cge(nan)
>>> ac(nan)

We set both regularisation parameters to one (in agreement with the discussion above):

>>> sh(1.0)
>>> st(1.0)

In agreement with the original WALRUS model, we disable the |RG| option (the
documentation on method |Calc_FGS_V1| explains the stabilising functionalities of the
restrictions |RG| is connected to) and the |DGC| option (we enable it in the
:ref:`wland_wag_groundwater_connect` example):

>>> rg(False)
>>> dgc(False)

|wland_wag| requires a submodel for calculating the potential evapotranspiration of
land units and the potential evaporation of the sole water unit.  We apply
|evap_ret_io| to smuggle in the underlying reference evapotranspiration.
|evap_pet_mlc| adjusts the given reference evapotranspiration to the month- and land
cover-specific potential evapotranspiration values:

>>> with model.add_petmodel_v1("evap_pet_mlc"):
...     landmonthfactor.sealed = 0.7
...     landmonthfactor.conifer = 1.3
...     landmonthfactor.field[1:4] = 0.73, 0.77, 0.95
...     landmonthfactor.water[1:4] = 1.22, 1.26, 1.28
...     dampingfactor(1.0)
...     with model.add_retmodel_v1("evap_ret_io"):
...         evapotranspirationfactor(0.9)

Additionally, |wland_wag| requires a submodel for calculating the discharge out of the
surface water storage (the same as the discharge at a catchment's outlet.  Here, we use
|wq_walrus|, which implements the default approach of the original WALRUS model:

>>> with model.add_dischargemodel_v2("wq_walrus"):
...     crestheight(0.0)
...     bankfulldischarge(8.0)
...     dischargeexponent(1.5)

Next, we initialise a test function object that prepares and runs the following tests
and prints and plots their results:

>>> test = IntegrationTest(land)

All simulation runs start from dry conditions.  The groundwater depth (|DG|, 1.6 m),
which is nearly in equilibrium with the water deficit in the vadose zone (|DV|, 0.14 m,
see method |Calc_DVEq_V1|), lies below the channel depth (|CD|, 1.5 m).  The
interception height (|IC|), the snowpack (|SP|), and the surface water level (|HS|) are
intentionally negative to make sure even the regularised equations consider the related
storages as (almost) empty:

>>> test.inits = (
...     (states.ic, (-3.0, -3.0, -3.0, 0.0)),
...     (states.sp, (-3.0, -3.0, -3.0, 0.0)),
...     (states.dve, 140.0),
...     (states.dv, 140.0),
...     (states.hge, 900.0),
...     (states.dg, 1600.0),
...     (states.hq, 0.0),
...     (states.hs, -2.0),
...     (model.petmodel.sequences.logs.loggedpotentialevapotranspiration, 0.0),
... )

The following real data shows a shift from winter to spring conditions in the form of a
rise in temperature and potential evapo(transpi)ration and includes two heavy rainfall
events:

>>> inputs.t.series = (
...     -2.8, -1.5, -0.9, -1.6, -1.3, 1.7, 4.4, 4.5, 3.4, 4.8, 6.7, 5.8, 6.5, 5.0, 3.0,
...     3.1, 7.1, 9.4, 4.6, 3.7, 4.7, 5.9, 7.7, 6.3, 3.7, 1.6, 4.0, 5.6, 5.8, 5.7, 4.6,
...     4.2, 7.4, 6.3, 8.7, 6.4, 5.2, 5.1, 8.7, 6.2, 5.9, 5.2, 5.2, 5.9, 6.7, 7.0, 8.3,
...     9.0, 12.4, 15.0, 11.8, 9.4, 8.1, 7.9, 7.5, 7.2, 8.1, 8.6, 10.5)
>>> inputs.p.series = (
...     0.0, 0.4, 0.0, 0.0, 0.0, 0.0, 0.2, 4.5, 0.0, 3.2, 4.6, 2.3, 18.0, 19.2, 0.4,
...     8.3, 5.3, 0.7, 2.7, 1.6, 2.5, 0.6, 0.2, 1.7, 0.3, 0.0, 1.8, 8.9, 0.0, 0.0,
...     0.0, 0.9, 0.1, 0.0, 0.0, 3.9, 8.7, 26.4, 11.5, 0.9, 0.0, 0.0, 0.0, 0.0, 0.0,
...     0.0, 0.0, 1.5, 0.3, 0.2, 4.5, 0.0, 0.0, 0.0, 0.4, 0.0, 0.0, 0.0, 0.0)
>>> model.petmodel.retmodel.sequences.inputs.referenceevapotranspiration.series = (
...     0.6, 0.8, 0.7, 0.4, 0.4, 0.4, 0.4, 0.3, 0.3, 0.4, 0.3, 0.6, 0.8, 0.5, 0.8,
...     0.5, 0.4, 1.3, 0.9, 0.7, 0.7, 1.1, 1.0, 0.8, 0.6, 0.7, 0.7, 0.5, 0.8, 1.0,
...     1.2, 0.9, 0.9, 1.2, 1.4, 1.1, 1.1, 0.5, 0.6, 1.5, 2.0, 1.6, 1.6, 1.2, 1.3,
...     1.6, 1.9, 0.8, 1.5, 2.7, 1.5, 1.6, 2.0, 2.1, 1.7, 1.7, 0.8, 1.3, 2.5)

|wland_wag| allows for defining additional supply and extraction series.  We will
discuss them later and set both to zero for now.

>>> inputs.fxg.series = 0.0
>>> inputs.fxs.series = 0.0

As we want to use method |wland_model.BaseModel.check_waterbalance| to prove that
|wland_wag| keeps the water balance in each example run, we need to store the defined
(initial) conditions before performing the first simulation run:

>>> test.reset_inits()
>>> conditions = model.conditions

.. _wland_wag_base_scenario:

base scenario
_____________

In our base scenario, we do not modify any of the settings described above.  Initially,
there is no exchange between groundwater and surface water due to the empty channel and
the groundwater level below the channel bottom.  The rainfall events increase both the
groundwater level (via infiltration and percolation) and the surface water level (via
quickflow generated on the sealed surfaces and on the saturated fraction of the vadose
zone).  Due to the faster rise of the surface water level, water first moves from the
channel into groundwater (more concretely, it enters the vadose zone), but this
inverses after the channel has discharged most of its content some days after the
rainfall events.

.. integration-test::

    >>> test("wland_wag_base_scenario",
    ...      axis1=(fluxes.pc, fluxes.fqs, fluxes.fgs, fluxes.rh),
    ...      axis2=(states.dg, states.hs))
    |                date |    t |    p | fxg | fxs | dhs |    pc |                           pe |                       pet |                                   tf |                                ei |                                   rf |                 sf |                                   pm |                                am |    ps | pve |       pv |        pq | etve |      etv |       es |       et |  gr | fxs | fxg |        cdg | fgse |       fgs |       fqs |       rh |        r |                                   ic |                                   sp | dve |         dv | hge |          dg |       hq |         hs |   outlet |
    ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
    | 2017-02-10 00:00:00 | -2.8 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.3942  0.702  0.378  0.6588 | 0.3942  0.702  0.378  0.0 |       0.0        0.0        0.0  0.0 |      0.0  0.000001       0.0  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |  0.000117   0.000117   0.000117  0.0 |      0.0       0.0       0.0  0.0 |   0.0 | 0.0 |      0.0 |       0.0 |  0.0 |  0.49406 | 0.000066 | 0.435763 | 0.0 | 0.0 | 0.0 |   7.689815 |  0.0 | -0.000107 |       0.0 |      0.0 |      0.0 |      -3.0  -3.000001       -3.0  0.0 |      -3.0       -3.0       -3.0  0.0 | nan | 140.493953 | nan | 1607.689815 |      0.0 |  -2.004788 |      0.0 |
    | 2017-02-11 00:00:00 | -1.5 |  0.4 | 0.0 | 0.0 | 0.0 |  0.32 | 0.5256  0.936  0.504  0.8784 | 0.5256  0.936  0.504  0.0 |  0.000001        0.0        0.0  0.0 | 0.000001  0.000002  0.000001  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |  0.009388   0.009388   0.009388  0.0 |      0.0       0.0       0.0  0.0 |  0.32 | 0.0 |      0.0 |       0.0 |  0.0 | 0.658704 | 0.000197 | 0.580983 | 0.0 | 0.0 | 0.0 |   5.794276 |  0.0 | -0.000114 |       0.0 |      0.0 |      0.0 | -2.680002  -2.680003  -2.680002  0.0 |      -3.0       -3.0       -3.0  0.0 | nan | 141.152544 | nan | 1613.484091 |      0.0 |  -1.690007 |      0.0 |
    | 2017-02-12 00:00:00 | -0.9 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.4599  0.819  0.441  0.7686 | 0.4599  0.819  0.441  0.0 |       0.0        0.0        0.0  0.0 | 0.000002  0.000004  0.000002  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |  0.069591   0.069591   0.069591  0.0 |      0.0       0.0       0.0  0.0 |   0.0 | 0.0 |      0.0 |       0.0 |  0.0 | 0.576325 | 0.000322 | 0.508328 | 0.0 | 0.0 | 0.0 |   4.967667 |  0.0 |  -0.00012 |       0.0 |      0.0 |      0.0 | -2.680004  -2.680007  -2.680004  0.0 |      -3.0       -3.0       -3.0  0.0 | nan | 141.728749 | nan | 1618.451759 |      0.0 |  -1.695597 |      0.0 |
    | 2017-02-13 00:00:00 | -1.6 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.2628  0.468  0.252  0.4392 | 0.2628  0.468  0.252  0.0 |       0.0        0.0        0.0  0.0 | 0.000001  0.000002  0.000001  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |  0.006707   0.006707   0.006707  0.0 |      0.0       0.0       0.0  0.0 |   0.0 | 0.0 |      0.0 |       0.0 |  0.0 | 0.329312 | 0.000179 | 0.290458 | 0.0 | 0.0 | 0.0 |   3.946817 |  0.0 | -0.000124 |       0.0 |      0.0 |      0.0 | -2.680005  -2.680009  -2.680005  0.0 |      -3.0       -3.0       -3.0  0.0 | nan | 142.057937 | nan | 1622.398575 |      0.0 |   -1.70125 |      0.0 |
    | 2017-02-14 00:00:00 | -1.3 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.2628  0.468  0.252  0.4392 | 0.2628  0.468  0.252  0.0 |       0.0        0.0        0.0  0.0 | 0.000001  0.000002  0.000001  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |  0.018374   0.018374   0.018374  0.0 |      0.0       0.0       0.0  0.0 |   0.0 | 0.0 |      0.0 |       0.0 |  0.0 | 0.329299 | 0.000174 | 0.290447 | 0.0 | 0.0 | 0.0 |   3.067335 |  0.0 | -0.000128 |       0.0 |      0.0 |      0.0 | -2.680007  -2.680011  -2.680006  0.0 |      -3.0       -3.0       -3.0  0.0 | nan | 142.387109 | nan |  1625.46591 |      0.0 |  -1.707056 |      0.0 |
    | 2017-02-15 00:00:00 |  1.7 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.2628  0.468  0.252  0.4392 | 0.2628  0.468  0.252  0.0 |       0.0        0.0        0.0  0.0 | 0.000001  0.000002  0.000001  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |   8.50479    8.50479    8.50479  0.0 | 0.000009  0.000009  0.000009  0.0 |   0.0 | 0.0 | 0.000002 |  0.000007 |  0.0 | 0.329287 |  0.00017 | 0.290436 | 0.0 | 0.0 | 0.0 |   2.641574 |  0.0 | -0.000131 |  0.000004 |      0.0 |      0.0 | -2.680008  -2.680013  -2.680007  0.0 | -3.000008  -3.000009  -3.000009  0.0 | nan | 142.716262 | nan | 1628.107484 | 0.000002 |  -1.712772 |      0.0 |
    | 2017-02-16 00:00:00 |  4.4 |  0.2 | 0.0 | 0.0 | 0.0 |  0.16 | 0.2628  0.468  0.252  0.4392 | 0.2628  0.468  0.252  0.0 |  0.000001        0.0        0.0  0.0 | 0.000002  0.000003  0.000002  0.0 |  0.000001        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 | 22.000001  22.000001  22.000001  0.0 | 0.000023  0.000023  0.000023  0.0 |  0.16 | 0.0 | 0.000007 |  0.000017 |  0.0 | 0.329274 | 0.000244 | 0.290426 | 0.0 | 0.0 | 0.0 |    2.43789 |  0.0 | -0.000133 |  0.000013 |      0.0 |      0.0 |  -2.52001  -2.520016  -2.520009  0.0 | -3.000031  -3.000032  -3.000032  0.0 | nan | 143.045396 | nan | 1630.545374 | 0.000007 |  -1.558263 |      0.0 |
    | 2017-02-17 00:00:00 |  4.5 |  4.5 | 0.0 | 0.0 | 0.0 |   3.6 | 0.1971  0.351  0.189  0.3294 | 0.1971  0.351  0.189  0.0 |  0.715908   0.000866   0.002554  0.0 | 0.045779  0.103421  0.056212  0.0 |  0.715908   0.000866   0.002554  0.0 | 0.0  0.0  0.0  0.0 |      22.5       22.5       22.5  0.0 | 0.000023  0.000023  0.000023  0.0 |   3.6 | 0.0 | 0.135679 |  0.307972 |  0.0 | 0.182336 |  0.18805 | 0.227414 | 0.0 | 0.0 | 0.0 |   2.022121 |  0.0 | -0.000783 |  0.080499 | 0.000245 | 0.000028 |  0.318303   0.975698   1.021225  0.0 | -3.000054  -3.000055  -3.000055  0.0 | nan |  143.09127 | nan | 1632.567495 | 0.227479 |   5.751347 | 0.000028 |
    | 2017-02-18 00:00:00 |  3.4 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.1971  0.351  0.189  0.3294 | 0.1971  0.351  0.189  0.0 |       0.0        0.0        0.0  0.0 | 0.148001  0.341645    0.1863  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 | 17.000016  17.000016  17.000016  0.0 | 0.000018  0.000018  0.000018  0.0 |   0.0 | 0.0 | 0.000005 |  0.000013 |  0.0 | 0.035642 |   0.3294 |  0.24375 | 0.0 | 0.0 | 0.0 |   0.847145 |  0.0 | -0.008446 |  0.196805 | 0.005556 | 0.000643 |  0.170301   0.634053   0.834925  0.0 | -3.000072  -3.000072  -3.000072  0.0 | nan | 143.118461 | nan |  1633.41464 | 0.030687 |  14.415131 | 0.000643 |
    | 2017-02-19 00:00:00 |  4.8 |  3.2 | 0.0 | 0.0 | 0.0 |  2.56 | 0.2628  0.468  0.252  0.4392 | 0.2628  0.468  0.252  0.0 |  2.024092   0.452925   0.899571  0.0 | 0.221756   0.46542  0.251473  0.0 |  2.024092   0.452925   0.899571  0.0 | 0.0  0.0  0.0  0.0 |      24.0       24.0       24.0  0.0 | 0.000025  0.000025  0.000025  0.0 |  2.56 | 0.0 | 0.425007 |  1.057808 |  0.0 | 0.028058 |   0.4392 | 0.325402 | 0.0 | 0.0 | 0.0 |  -0.280715 |  0.0 | -0.020035 |  0.569784 | 0.017799 |  0.00206 |  0.484454   2.275708   2.243881  0.0 | -3.000097  -3.000097  -3.000097  0.0 | nan | 142.701477 | nan | 1633.133924 | 0.518711 |  42.681809 |  0.00206 |
    | 2017-02-20 00:00:00 |  6.7 |  4.6 | 0.0 | 0.0 | 0.0 |  3.68 | 0.1971  0.351  0.189  0.3294 | 0.1971  0.351  0.189  0.0 |  3.340084   2.972153   3.208156  0.0 | 0.184112  0.350996  0.188997  0.0 |  3.340084   2.972153   3.208156  0.0 | 0.0  0.0  0.0  0.0 |      33.5       33.5       33.5  0.0 | 0.000035  0.000035  0.000035  0.0 |  3.68 | 0.0 |  0.90348 |  2.403414 |  0.0 |  0.00861 |   0.3294 | 0.244155 | 0.0 | 0.0 | 0.0 |  -2.761647 |  0.0 | -0.087662 |  1.791561 | 0.101959 | 0.011801 |  0.640258   2.632559   2.526728  0.0 | -3.000131  -3.000131  -3.000131  0.0 | nan | 141.718945 | nan | 1630.372277 | 1.130565 | 124.855043 | 0.011801 |
    | 2017-02-21 00:00:00 |  5.8 |  2.3 | 0.0 | 0.0 | 0.0 |  1.84 | 0.3942  0.702  0.378  0.6588 | 0.3942  0.702  0.378  0.0 |  1.642244   1.409245    1.61903  0.0 | 0.363824  0.701991  0.377995  0.0 |  1.642244   1.409245    1.61903  0.0 | 0.0  0.0  0.0  0.0 |      29.0       29.0       29.0  0.0 |  0.00003   0.00003   0.00003  0.0 |  1.84 | 0.0 | 0.434876 |  1.178664 |  0.0 |  0.02014 |   0.6588 | 0.488296 | 0.0 | 0.0 | 0.0 |  -4.193367 |  0.0 | -0.229271 |  1.656831 | 0.276758 | 0.032032 |   0.47419   2.361323   2.369703  0.0 | -3.000161  -3.000161  -3.000161  0.0 | nan | 141.074938 | nan | 1626.178911 | 0.652398 | 183.272226 | 0.032032 |
    | 2017-02-22 00:00:00 |  6.5 | 18.0 | 0.0 | 0.0 | 0.0 |  14.4 | 0.5256  0.936  0.504  0.8784 | 0.5256  0.936  0.504  0.0 | 13.589407  13.048734  13.564533  0.0 | 0.504696  0.935996  0.503997  0.0 | 13.589407  13.048734  13.564533  0.0 | 0.0  0.0  0.0  0.0 |      32.5       32.5       32.5  0.0 | 0.000033  0.000033  0.000033  0.0 |  14.4 | 0.0 | 3.615158 | 10.171109 |  0.0 | 0.013862 |   0.8784 |  0.65113 | 0.0 | 0.0 | 0.0 | -11.114303 |  0.0 | -0.625025 |  6.275288 | 0.697011 | 0.080673 |  0.780087   2.776593   2.701173  0.0 | -3.000194  -3.000195  -3.000195  0.0 | nan | 136.848616 | nan | 1615.064608 | 4.548219 |  441.86878 | 0.080673 |
    | 2017-02-23 00:00:00 |  5.0 | 19.2 | 0.0 | 0.0 | 0.0 | 15.36 | 0.3285  0.585  0.315   0.549 | 0.3285  0.585  0.315  0.0 | 14.927283  14.658057  14.931707  0.0 | 0.322035  0.584999  0.314999  0.0 | 14.927283  14.658057  14.931707  0.0 | 0.0  0.0  0.0  0.0 |      25.0       25.0       25.0  0.0 | 0.000026  0.000026  0.000026  0.0 | 15.36 | 0.0 | 3.744198 | 11.477205 |  0.0 | 0.004289 |    0.549 | 0.406979 | 0.0 | 0.0 | 0.0 | -23.588977 |  0.0 | -2.217201 |   10.4167 | 2.091294 | 0.242048 |  0.890769   2.893537   2.814467  0.0 |  -3.00022  -3.000221  -3.000221  0.0 | nan | 130.891507 | nan | 1591.475631 | 5.608724 | 764.754787 | 0.242048 |
    | 2017-02-24 00:00:00 |  3.0 |  0.4 | 0.0 | 0.0 | 0.0 |  0.32 | 0.5256  0.936  0.504  0.8784 | 0.5256  0.936  0.504  0.0 |  0.294508   0.228149   0.294806  0.0 | 0.495653  0.935979  0.503995  0.0 |  0.294508   0.228149   0.294806  0.0 | 0.0  0.0  0.0  0.0 |  15.00006   15.00006   15.00006  0.0 | 0.000015  0.000015  0.000015  0.0 |  0.32 | 0.0 | 0.064376 |  0.216707 |  0.0 | 0.019884 |   0.8784 | 0.651119 | 0.0 | 0.0 | 0.0 | -28.145034 |  0.0 | -3.285909 |  4.977538 | 2.958151 | 0.342379 |  0.420607   2.049409   2.335665  0.0 | -3.000236  -3.000236  -3.000236  0.0 | nan | 127.561105 | nan | 1563.330597 | 0.847893 | 715.279595 | 0.342379 |
    | 2017-02-25 00:00:00 |  3.1 |  8.3 | 0.0 | 0.0 | 0.0 |  6.64 | 0.3285  0.585  0.315   0.549 | 0.3285  0.585  0.315  0.0 |  6.067564    5.42086   6.057867  0.0 | 0.308297  0.584994  0.314997  0.0 |  6.067564    5.42086   6.057867  0.0 | 0.0  0.0  0.0  0.0 | 15.500043  15.500043  15.500043  0.0 | 0.000016  0.000016  0.000016  0.0 |  6.64 | 0.0 | 1.312185 |  4.691633 |  0.0 | 0.013415 |    0.549 | 0.406948 | 0.0 | 0.0 | 0.0 | -26.230308 |  0.0 | -2.432478 |  3.342513 | 2.402439 |  0.27806 |  0.684746   2.683555   2.602801  0.0 | -3.000251  -3.000252  -3.000252  0.0 | nan | 123.829857 | nan | 1537.100289 | 2.197013 |  657.75954 |  0.27806 |
    | 2017-02-26 00:00:00 |  7.1 |  5.3 | 0.0 | 0.0 | 0.0 |  4.24 | 0.2628  0.468  0.252  0.4392 | 0.2628  0.468  0.252  0.0 |  3.990522    3.79688   3.989202  0.0 | 0.251896  0.467998  0.251998  0.0 |  3.990522    3.79688   3.989202  0.0 | 0.0  0.0  0.0  0.0 |      35.5       35.5       35.5  0.0 | 0.000037  0.000037  0.000037  0.0 |  4.24 | 0.0 | 0.838094 |  3.178049 |  0.0 | 0.007242 |   0.4392 | 0.325574 | 0.0 | 0.0 | 0.0 | -24.733905 |  0.0 | -2.179586 |  3.702601 | 2.271677 | 0.262926 |  0.682328   2.658677   2.601601  0.0 | -3.000288  -3.000288  -3.000288  0.0 | nan | 120.819419 | nan | 1512.366384 | 1.672461 | 633.284199 | 0.262926 |
    | 2017-02-27 00:00:00 |  9.4 |  0.7 | 0.0 | 0.0 | 0.0 |  0.56 | 0.8541  1.521  0.819  1.4274 | 0.8541  1.521  0.819  0.0 |  0.424006   0.206871   0.404319  0.0 |  0.69546   1.52066  0.818961  0.0 |  0.424006   0.206871   0.404319  0.0 | 0.0  0.0  0.0  0.0 |      47.0       47.0       47.0  0.0 | 0.000048  0.000048  0.000048  0.0 |  0.56 | 0.0 | 0.072506 |   0.29169 |  0.0 | 0.105486 |   1.4274 |  1.05785 | 0.0 | 0.0 | 0.0 | -20.541689 |  0.0 |  -1.75328 |  1.629416 | 1.977757 | 0.228907 |  0.122863   1.491146    1.93832  0.0 | -3.000336  -3.000337  -3.000337  0.0 | nan | 119.099119 | nan | 1491.824695 | 0.334735 | 536.050645 | 0.228907 |
    | 2017-02-28 00:00:00 |  4.6 |  2.7 | 0.0 | 0.0 | 0.0 |  2.16 | 0.5913  1.053  0.567  0.9882 | 0.5913  1.053  0.567  0.0 |  1.503577   0.475598   1.340285  0.0 | 0.453541  1.052728  0.566963  0.0 |  1.503577   0.475598   1.340285  0.0 | 0.0  0.0  0.0  0.0 |      23.0       23.0       23.0  0.0 | 0.000024  0.000024  0.000024  0.0 |  2.16 | 0.0 | 0.233307 |  0.968901 |  0.0 | 0.091601 |   0.9882 | 0.732303 | 0.0 | 0.0 | 0.0 | -15.277137 |  0.0 | -1.159541 |  0.810665 | 1.490405 | 0.172501 |  0.325745   2.122819   2.191072  0.0 |  -3.00036  -3.000361  -3.000361  0.0 | nan | 117.797872 | nan | 1476.547558 | 0.492971 | 451.289017 | 0.172501 |
    | 2017-03-01 00:00:00 |  3.7 |  1.6 | 0.0 | 0.0 | 0.0 |  1.28 | 0.4851  0.819  0.441  0.7938 | 0.4851  0.819  0.441  0.0 |  0.950974   0.496744   0.876127  0.0 | 0.384181  0.818947  0.440979  0.0 |  0.950974   0.496744   0.876127  0.0 | 0.0  0.0  0.0  0.0 | 18.500006  18.500006  18.500006  0.0 | 0.000019  0.000019  0.000019  0.0 |  1.28 | 0.0 | 0.158043 |  0.665001 |  0.0 | 0.067062 |   0.7938 |  0.58491 | 0.0 | 0.0 | 0.0 | -11.475157 |  0.0 |  -0.83105 |  0.805046 | 1.195722 | 0.138394 |   0.27059   2.087128   2.153966  0.0 | -3.000379   -3.00038   -3.00038  0.0 | nan | 116.875841 | nan |   1465.0724 | 0.352927 | 394.787074 | 0.138394 |
    | 2017-03-02 00:00:00 |  4.7 |  2.5 | 0.0 | 0.0 | 0.0 |   2.0 | 0.4851  0.819  0.441  0.7938 | 0.4851  0.819  0.441  0.0 |  1.532391   1.007088   1.460286  0.0 | 0.393841  0.818966  0.440983  0.0 |  1.532391   1.007088   1.460286  0.0 | 0.0  0.0  0.0  0.0 |      23.5       23.5       23.5  0.0 | 0.000024  0.000024  0.000024  0.0 |   2.0 | 0.0 | 0.264558 |  1.129511 |  0.0 | 0.060642 |   0.7938 | 0.584933 | 0.0 | 0.0 | 0.0 |  -8.783965 |  0.0 | -0.635253 |  0.937585 | 1.006555 | 0.116499 |  0.344358   2.261073   2.252696  0.0 | -3.000403  -3.000404  -3.000404  0.0 | nan | 116.036672 | nan | 1456.288435 | 0.544853 | 363.592537 | 0.116499 |
    | 2017-03-03 00:00:00 |  5.9 |  0.6 | 0.0 | 0.0 | 0.0 |  0.48 | 0.7623  1.287  0.693  1.2474 | 0.7623  1.287  0.693  0.0 |  0.289055   0.089404   0.242334  0.0 | 0.506024  1.286381  0.692918  0.0 |  0.289055   0.089404   0.242334  0.0 | 0.0  0.0  0.0  0.0 |      29.5       29.5       29.5  0.0 |  0.00003   0.00003   0.00003  0.0 |  0.48 | 0.0 | 0.042962 |  0.185852 |  0.0 | 0.170478 |   1.2474 | 0.918953 | 0.0 | 0.0 | 0.0 |  -6.560051 |  0.0 | -0.517507 |  0.588667 | 0.886421 | 0.102595 |  0.029279   1.365288   1.797444  0.0 | -3.000434  -3.000434  -3.000434  0.0 | nan | 115.646681 | nan | 1449.728383 | 0.142038 | 324.526695 | 0.102595 |
    | 2017-03-04 00:00:00 |  7.7 |  0.2 | 0.0 | 0.0 | 0.0 |  0.16 |  0.693   1.17   0.63   1.134 |  0.693   1.17   0.63  0.0 |  0.056033   0.000734   0.020474  0.0 | 0.287113  1.129003  0.629377  0.0 |  0.056033   0.000734   0.020474  0.0 | 0.0  0.0  0.0  0.0 |      38.5       38.5       38.5  0.0 |  0.00004   0.00004   0.00004  0.0 |  0.16 | 0.0 | 0.007236 |  0.029414 |  0.0 | 0.283298 |    1.134 | 0.834977 | 0.0 | 0.0 | 0.0 |   -4.06809 |  0.0 |  -0.37469 |  0.141336 | 0.719279 |  0.08325 | -0.153866   0.395551   1.307593  0.0 | -3.000473  -3.000474  -3.000474  0.0 | nan | 115.548053 | nan | 1445.660293 | 0.030116 | 277.990378 |  0.08325 |
    | 2017-03-05 00:00:00 |  6.3 |  1.7 | 0.0 | 0.0 | 0.0 |  1.36 | 0.5544  0.936  0.504  0.9072 | 0.5544  0.936  0.504  0.0 |  0.697906   0.001281   0.262456  0.0 |  0.32067  0.881557   0.50364  0.0 |  0.697906   0.001281   0.262456  0.0 | 0.0  0.0  0.0  0.0 |      31.5       31.5       31.5  0.0 | 0.000032  0.000032  0.000032  0.0 |  1.36 | 0.0 | 0.089357 |  0.364984 |  0.0 | 0.173382 |   0.9072 | 0.668155 | 0.0 | 0.0 | 0.0 |  -2.430955 |  0.0 | -0.268696 |   0.21477 |  0.58127 | 0.067277 |  0.187557   0.872714   1.901496  0.0 | -3.000506  -3.000506  -3.000506  0.0 | nan | 115.363382 | nan | 1443.229338 | 0.180331 | 248.053934 | 0.067277 |
    | 2017-03-06 00:00:00 |  3.7 |  0.3 | 0.0 | 0.0 | 0.0 |  0.24 | 0.4158  0.702  0.378  0.6804 | 0.4158  0.702  0.378  0.0 |  0.132096   0.000231   0.068033  0.0 | 0.256414   0.66439  0.377897  0.0 |  0.132096   0.000231   0.068033  0.0 | 0.0  0.0  0.0  0.0 | 18.500006  18.500006  18.500006  0.0 | 0.000019  0.000019  0.000019  0.0 |  0.24 | 0.0 | 0.016872 |  0.070964 |  0.0 | 0.118396 |   0.6804 | 0.501169 | 0.0 | 0.0 | 0.0 |   -1.80417 |  0.0 | -0.210597 |  0.198459 |  0.49936 | 0.057796 |  0.039047   0.448093   1.695566  0.0 | -3.000525  -3.000525  -3.000525  0.0 | nan | 115.254309 | nan | 1441.425168 | 0.052836 |   223.0827 | 0.057796 |
    | 2017-03-07 00:00:00 |  1.6 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.4851  0.819  0.441  0.7938 | 0.4851  0.819  0.441  0.0 |       0.0        0.0        0.0  0.0 | 0.203547  0.529923  0.440409  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |  8.006707   8.006707   8.006707  0.0 | 0.000008  0.000008  0.000008  0.0 |   0.0 | 0.0 | 0.000002 |  0.000007 |  0.0 | 0.283108 |   0.7938 |  0.58422 | 0.0 | 0.0 | 0.0 |  -0.861878 |  0.0 | -0.158245 |  0.044621 | 0.418457 | 0.048432 |   -0.1645   -0.08183   1.255157  0.0 | -3.000533  -3.000533  -3.000533  0.0 | nan |  115.37917 | nan |  1440.56329 | 0.008222 |  196.57392 | 0.048432 |
    | 2017-03-08 00:00:00 |  4.0 |  1.8 | 0.0 | 0.0 | 0.0 |  1.44 | 0.4851  0.819  0.441  0.7938 | 0.4851  0.819  0.441  0.0 |  0.768023   0.000465   0.300985  0.0 | 0.289705  0.646837  0.440659  0.0 |  0.768023   0.000465   0.300985  0.0 | 0.0  0.0  0.0  0.0 | 20.000002  20.000002  20.000002  0.0 | 0.000021  0.000021  0.000021  0.0 |  1.44 | 0.0 | 0.098161 |  0.402728 |  0.0 |  0.18702 |   0.7938 | 0.584529 | 0.0 | 0.0 | 0.0 |  -0.128107 |  0.0 |  -0.12201 |  0.213834 | 0.357061 | 0.041327 |  0.217772   0.710868   1.953512  0.0 | -3.000553  -3.000554  -3.000554  0.0 | nan |  115.34602 | nan | 1440.435182 | 0.197116 | 184.464299 | 0.041327 |
    | 2017-03-09 00:00:00 |  5.6 |  8.9 | 0.0 | 0.0 | 0.0 |  7.12 | 0.3465  0.585  0.315   0.567 | 0.3465  0.585  0.315  0.0 |  6.358222   4.564114   6.159931  0.0 | 0.317377  0.584263  0.314994  0.0 |  6.358222   4.564114   6.159931  0.0 | 0.0  0.0  0.0  0.0 |      28.0       28.0       28.0  0.0 | 0.000029  0.000029  0.000029  0.0 |  7.12 | 0.0 | 1.092232 |   4.81718 |  0.0 | 0.019596 |    0.567 | 0.417884 | 0.0 | 0.0 | 0.0 |  -2.500922 |  0.0 | -0.188908 |  2.755409 | 0.465767 | 0.053908 |  0.662173   2.682491   2.598587  0.0 | -3.000582  -3.000583  -3.000583  0.0 | nan | 114.084476 | nan | 1437.934261 | 2.258887 | 294.413161 | 0.053908 |
    | 2017-03-10 00:00:00 |  5.8 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.5544  0.936  0.504  0.9072 | 0.5544  0.936  0.504  0.0 |       0.0        0.0        0.0  0.0 |  0.47338   0.93593  0.503987  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      29.0       29.0       29.0  0.0 |  0.00003   0.00003   0.00003  0.0 |   0.0 | 0.0 | 0.000006 |  0.000025 |  0.0 | 0.053861 |   0.9072 | 0.668551 | 0.0 | 0.0 | 0.0 |   -4.26993 |  0.0 | -0.431726 |  1.953076 | 0.816723 | 0.094528 |  0.188793   1.746561     2.0946  0.0 | -3.000612  -3.000612  -3.000612  0.0 | nan | 113.706605 | nan | 1433.664331 | 0.305836 | 329.331417 | 0.094528 |
    | 2017-03-11 00:00:00 |  5.7 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 |  0.693   1.17   0.63   1.134 |  0.693   1.17   0.63  0.0 |       0.0        0.0        0.0  0.0 | 0.342789  1.155723  0.629755  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      28.5       28.5       28.5  0.0 | 0.000029  0.000029  0.000029  0.0 |   0.0 | 0.0 | 0.000005 |  0.000024 |  0.0 |  0.23746 |    1.134 | 0.835178 | 0.0 | 0.0 | 0.0 |  -3.094948 |  0.0 | -0.373701 |    0.2646 | 0.749147 | 0.086707 | -0.153996   0.590838   1.464845  0.0 | -3.000641  -3.000642  -3.000642  0.0 | nan | 113.570358 | nan | 1430.569383 | 0.041261 | 287.225184 | 0.086707 |
    | 2017-03-12 00:00:00 |  4.6 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.8316  1.404  0.756  1.3608 | 0.8316  1.404  0.756  0.0 |       0.0        0.0        0.0  0.0 | 0.194383  0.816565  0.748178  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      23.0       23.0       23.0  0.0 | 0.000024  0.000024  0.000024  0.0 |   0.0 | 0.0 | 0.000004 |   0.00002 |  0.0 | 0.618605 |   1.3608 | 1.000515 | 0.0 | 0.0 | 0.0 |  -1.103459 |  0.0 | -0.261297 |  0.034854 | 0.598105 | 0.069225 | -0.348379  -0.225728   0.716667  0.0 | -3.000665  -3.000665  -3.000665  0.0 | nan | 113.927662 | nan | 1429.465924 | 0.006427 |  246.14379 | 0.069225 |
    | 2017-03-13 00:00:00 |  4.2 |  0.9 | 0.0 | 0.0 | 0.0 |  0.72 | 0.6237  1.053  0.567  1.0206 | 0.6237  1.053  0.567  0.0 |  0.198229   0.000023   0.002956  0.0 | 0.206806  0.450434   0.55268  0.0 |  0.198229   0.000023   0.002956  0.0 | 0.0  0.0  0.0  0.0 | 21.000001  21.000001  21.000001  0.0 | 0.000022  0.000022  0.000022  0.0 |  0.72 | 0.0 | 0.024808 |  0.096934 |  0.0 | 0.477218 |   1.0206 |  0.74951 | 0.0 | 0.0 | 0.0 |   0.763914 |  0.0 | -0.184622 |  0.054332 | 0.481406 | 0.055718 | -0.033414   0.043816    0.88103  0.0 | -3.000687  -3.000687  -3.000687  0.0 | nan | 114.195449 | nan | 1430.229837 | 0.049028 |  216.29334 | 0.055718 |
    | 2017-03-14 00:00:00 |  7.4 |  0.1 | 0.0 | 0.0 | 0.0 |  0.08 | 0.6237  1.053  0.567  1.0206 | 0.6237  1.053  0.567  0.0 |  0.023925   0.000002   0.000192  0.0 |    0.224  0.377245  0.535208  0.0 |  0.023925   0.000002   0.000192  0.0 | 0.0  0.0  0.0  0.0 |      37.0       37.0       37.0  0.0 | 0.000038  0.000038  0.000038  0.0 |  0.08 | 0.0 | 0.003012 |  0.011701 |  0.0 | 0.490099 |   1.0206 | 0.747752 | 0.0 | 0.0 | 0.0 |   1.391522 |  0.0 |  -0.13748 |  0.049666 | 0.400871 | 0.046397 | -0.201339  -0.253432    0.42563  0.0 | -3.000725  -3.000725  -3.000725  0.0 | nan | 114.545056 | nan | 1431.621359 | 0.011064 | 191.679973 | 0.046397 |
    | 2017-03-15 00:00:00 |  6.3 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.8316  1.404  0.756  1.3608 | 0.8316  1.404  0.756  0.0 |       0.0        0.0        0.0  0.0 | 0.171792  0.216402  0.491988  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      31.5       31.5       31.5  0.0 | 0.000032  0.000032  0.000032  0.0 |   0.0 | 0.0 | 0.000006 |  0.000027 |  0.0 | 0.832956 |   1.3608 | 0.974734 | 0.0 | 0.0 | 0.0 |   2.737916 |  0.0 | -0.102217 |   0.01034 | 0.333613 | 0.038613 | -0.373131  -0.469834  -0.066358  0.0 | -3.000757  -3.000757  -3.000757  0.0 | nan | 115.275789 | nan | 1434.359276 |  0.00075 | 169.637443 | 0.038613 |
    | 2017-03-16 00:00:00 |  8.7 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.9702  1.638  0.882  1.5876 | 0.9702  1.638  0.882  0.0 |       0.0        0.0        0.0  0.0 |   0.1163  0.128043  0.249226  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      43.5       43.5       43.5  0.0 | 0.000045  0.000045  0.000045  0.0 |   0.0 | 0.0 | 0.000009 |  0.000037 |  0.0 | 1.068953 |   1.5876 | 1.105022 | 0.0 | 0.0 | 0.0 |   4.549635 |  0.0 | -0.077193 |   0.00072 | 0.278598 | 0.032245 | -0.489431  -0.597877  -0.315584  0.0 | -3.000802  -3.000802  -3.000802  0.0 | nan | 116.267541 | nan |  1438.90891 | 0.000067 | 150.751015 | 0.032245 |
    | 2017-03-17 00:00:00 |  6.4 |  3.9 | 0.0 | 0.0 | 0.0 |  3.12 | 0.7623  1.287  0.693  1.2474 | 0.7623  1.287  0.693  0.0 |   1.81828   0.016202   0.251066  0.0 | 0.484927   0.98936  0.602563  0.0 |   1.81828   0.016202   0.251066  0.0 | 0.0  0.0  0.0  0.0 |      32.0       32.0       32.0  0.0 | 0.000033  0.000033  0.000033  0.0 |  3.12 | 0.0 | 0.236941 |  0.907721 |  0.0 | 0.283155 |   1.2474 | 0.909751 | 0.0 | 0.0 | 0.0 |   4.115983 |  0.0 | -0.069315 |  0.445455 | 0.254748 | 0.029485 |  0.327362   1.516561   1.950786  0.0 | -3.000834  -3.000835  -3.000835  0.0 | nan | 116.244441 | nan | 1443.024893 | 0.462333 | 158.656741 | 0.029485 |
    | 2017-03-18 00:00:00 |  5.2 |  8.7 | 0.0 | 0.0 | 0.0 |  6.96 | 0.7623  1.287  0.693  1.2474 | 0.7623  1.287  0.693  0.0 |  6.071917   4.671897   5.753546  0.0 |    0.686  1.286933  0.692984  0.0 |  6.071917   4.671897   5.753546  0.0 | 0.0  0.0  0.0  0.0 |      26.0       26.0       26.0  0.0 | 0.000027  0.000027  0.000027  0.0 |  6.96 | 0.0 | 1.079093 |  4.648917 |  0.0 | 0.050717 |   1.2474 | 0.919319 | 0.0 | 0.0 | 0.0 |  -0.494838 |  0.0 | -0.164085 |   2.95231 | 0.417922 | 0.048371 |  0.529445   2.517732   2.464257  0.0 | -3.000861  -3.000862  -3.000862  0.0 | nan | 115.051979 | nan | 1442.530055 |  2.15894 | 280.900255 | 0.048371 |
    | 2017-03-19 00:00:00 |  5.1 | 26.4 | 0.0 | 0.0 | 0.0 | 21.12 | 0.3465  0.585  0.315   0.567 | 0.3465  0.585  0.315  0.0 | 20.402677  20.093743   20.41012  0.0 | 0.337473  0.584999  0.314999  0.0 | 20.402677  20.093743   20.41012  0.0 | 0.0  0.0  0.0  0.0 |      25.5       25.5       25.5  0.0 | 0.000026  0.000026  0.000026  0.0 | 21.12 | 0.0 | 3.729056 | 16.954617 |  0.0 | 0.005999 |    0.567 | 0.417925 | 0.0 | 0.0 | 0.0 |  -11.38646 |  0.0 | -1.107128 | 11.413765 | 1.503708 |  0.17404 |  0.909295    2.95899   2.859138  0.0 | -3.000887  -3.000888  -3.000888  0.0 | nan | 110.221794 | nan | 1431.143595 | 7.699791 | 736.718013 |  0.17404 |
    | 2017-03-20 00:00:00 |  8.7 | 11.5 | 0.0 | 0.0 | 0.0 |   9.2 | 0.4158  0.702  0.378  0.6804 | 0.4158  0.702  0.378  0.0 |  8.931919   8.697378   8.951398  0.0 | 0.406536  0.701998  0.377999  0.0 |  8.931919   8.697378   8.951398  0.0 | 0.0  0.0  0.0  0.0 |      43.5       43.5       43.5  0.0 | 0.000045  0.000045  0.000045  0.0 |   9.2 | 0.0 |  1.49534 |  7.517743 |  0.0 | 0.006158 |   0.6804 | 0.501515 | 0.0 | 0.0 | 0.0 | -23.730355 |  0.0 | -3.519331 | 10.929521 | 3.589164 | 0.415413 |   0.77084   2.759614   2.729741  0.0 | -3.000932  -3.000932  -3.000932  0.0 | nan |  105.21328 | nan |  1407.41324 | 4.288012 | 946.123457 | 0.415413 |
    | 2017-03-21 00:00:00 |  6.2 |  0.9 | 0.0 | 0.0 | 0.0 |  0.72 | 1.0395  1.755  0.945   1.701 | 1.0395  1.755  0.945  0.0 |  0.554074   0.276005    0.54812  0.0 | 0.842801  1.754558  0.944963  0.0 |  0.554074   0.276005    0.54812  0.0 | 0.0  0.0  0.0  0.0 |      31.0       31.0       31.0  0.0 | 0.000032  0.000032  0.000032  0.0 |  0.72 | 0.0 | 0.072301 |  0.405019 |  0.0 | 0.130937 |    1.701 |  1.25352 | 0.0 | 0.0 | 0.0 | -27.828005 |  0.0 | -3.512382 |  3.963595 | 3.670279 | 0.424801 |  0.093965   1.449051   1.956658  0.0 | -3.000964  -3.000964  -3.000964  0.0 | nan | 101.759535 | nan | 1379.585235 | 0.729437 |  800.94858 | 0.424801 |
    | 2017-03-22 00:00:00 |  5.9 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 |  1.386   2.34   1.26   2.268 |  1.386   2.34   1.26  0.0 |       0.0        0.0        0.0  0.0 | 0.443436  1.687914  1.251505  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      29.5       29.5       29.5  0.0 |  0.00003   0.00003   0.00003  0.0 |   0.0 | 0.0 | 0.000005 |  0.000026 |  0.0 | 0.843611 |    2.268 | 1.669059 | 0.0 | 0.0 | 0.0 | -22.152341 |  0.0 | -2.018508 |  0.630772 | 2.568823 | 0.297317 | -0.349471  -0.238864   0.705152  0.0 | -3.000994  -3.000994  -3.000994  0.0 | nan | 100.584634 | nan | 1357.432894 | 0.098691 | 612.131103 | 0.297317 |
    | 2017-03-23 00:00:00 |  5.2 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 1.1088  1.872  1.008  1.8144 | 1.1088  1.872  1.008  0.0 |       0.0        0.0        0.0  0.0 | 0.139041  0.269899  0.749339  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      26.0       26.0       26.0  0.0 | 0.000027  0.000027  0.000027  0.0 |   0.0 | 0.0 | 0.000004 |  0.000023 |  0.0 | 1.177587 |   1.8144 | 1.309461 | 0.0 | 0.0 | 0.0 | -12.450409 |  0.0 | -1.070944 |  0.083352 | 1.740289 | 0.201422 | -0.488513  -0.508763  -0.044186  0.0 | -3.001021  -3.001021  -3.001021  0.0 | nan | 100.691273 | nan | 1344.982485 | 0.015362 | 480.157885 | 0.201422 |
    | 2017-03-24 00:00:00 |  5.2 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 1.1088  1.872  1.008  1.8144 | 1.1088  1.872  1.008  0.0 |       0.0        0.0        0.0  0.0 | 0.087814  0.124874   0.28534  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      26.0       26.0       26.0  0.0 | 0.000027  0.000027  0.000027  0.0 |   0.0 | 0.0 | 0.000004 |  0.000023 |  0.0 | 1.259847 |   1.8144 | 1.263784 | 0.0 | 0.0 | 0.0 |  -4.704504 |  0.0 |  -0.59793 |  0.012985 | 1.241013 | 0.143636 | -0.576326  -0.633637  -0.329527  0.0 | -3.001047  -3.001048  -3.001048  0.0 | nan | 101.353186 | nan | 1340.277981 | 0.002399 | 390.560405 | 0.143636 |
    | 2017-03-25 00:00:00 |  5.9 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.8316  1.404  0.756  1.3608 | 0.8316  1.404  0.756  0.0 |       0.0        0.0        0.0  0.0 | 0.049326  0.062903   0.10945  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      29.5       29.5       29.5  0.0 |  0.00003   0.00003   0.00003  0.0 |   0.0 | 0.0 | 0.000005 |  0.000026 |  0.0 | 0.966074 |   1.3608 | 0.937516 | 0.0 | 0.0 | 0.0 |  -0.037149 |  0.0 | -0.353877 |  0.002253 | 0.930564 | 0.107704 | -0.625652  -0.696541  -0.438977  0.0 | -3.001078  -3.001078  -3.001078  0.0 | nan | 101.965379 | nan | 1340.240832 | 0.000172 | 327.175886 | 0.107704 |
    | 2017-03-26 00:00:00 |  6.7 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.9009  1.521  0.819  1.4742 | 0.9009  1.521  0.819  0.0 |       0.0        0.0        0.0  0.0 | 0.043673  0.052838   0.08103  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      33.5       33.5       33.5  0.0 | 0.000034  0.000034  0.000034  0.0 |   0.0 | 0.0 | 0.000005 |   0.00003 |  0.0 | 1.058121 |   1.4742 | 1.011902 | 0.0 | 0.0 | 0.0 |   2.691376 |  0.0 | -0.218352 |  0.000176 | 0.724801 | 0.083889 | -0.669325  -0.749379  -0.520006  0.0 | -3.001112  -3.001112  -3.001112  0.0 | nan | 102.805143 | nan | 1342.932208 | 0.000025 | 279.840973 | 0.083889 |
    | 2017-03-27 00:00:00 |  7.0 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 1.1088  1.872  1.008  1.8144 | 1.1088  1.872  1.008  0.0 |       0.0        0.0        0.0  0.0 | 0.044305  0.051551  0.072316  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      35.0       35.0       35.0  0.0 | 0.000036  0.000036  0.000036  0.0 |   0.0 | 0.0 | 0.000006 |  0.000031 |  0.0 | 1.312997 |   1.8144 | 1.242646 | 0.0 | 0.0 | 0.0 |   5.113689 |  0.0 | -0.138549 |   0.00004 | 0.579836 | 0.067111 | -0.713631   -0.80093  -0.592322  0.0 | -3.001148  -3.001148  -3.001148  0.0 | nan | 103.979585 | nan | 1348.045897 | 0.000016 |   242.9267 | 0.067111 |
    | 2017-03-28 00:00:00 |  8.3 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 1.3167  2.223  1.197  2.1546 | 1.3167  2.223  1.197  0.0 |       0.0        0.0        0.0  0.0 | 0.043336   0.04889  0.064069  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      41.5       41.5       41.5  0.0 | 0.000043  0.000043  0.000043  0.0 |   0.0 | 0.0 | 0.000007 |  0.000036 |  0.0 | 1.569338 |   2.1546 | 1.473382 | 0.0 | 0.0 | 0.0 |   7.493869 |  0.0 | -0.090279 |  0.000034 | 0.472829 | 0.054726 | -0.756967   -0.84982  -0.656391  0.0 |  -3.00119  -3.001191  -3.001191  0.0 | nan | 105.458637 | nan | 1355.539767 | 0.000018 | 213.151032 | 0.054726 |
    | 2017-03-29 00:00:00 |  9.0 |  1.5 | 0.0 | 0.0 | 0.0 |   1.2 | 0.5544  0.936  0.504  0.9072 | 0.5544  0.936  0.504  0.0 |  0.260717   0.000022   0.000145  0.0 | 0.144525  0.238019  0.204298  0.0 |  0.260717   0.000022   0.000145  0.0 | 0.0  0.0  0.0  0.0 |      45.0       45.0       45.0  0.0 | 0.000046  0.000046  0.000046  0.0 |   1.2 | 0.0 | 0.028316 |  0.131013 |  0.0 | 0.504509 |   0.9072 | 0.638101 | 0.0 | 0.0 | 0.0 |   7.180132 |  0.0 | -0.062559 |  0.054688 | 0.396534 | 0.045895 |  0.037791   0.112138   0.339166  0.0 | -3.001236  -3.001237  -3.001237  0.0 | nan | 105.872271 | nan | 1362.719899 | 0.076343 | 193.537988 | 0.045895 |
    | 2017-03-30 00:00:00 | 12.4 |  0.3 | 0.0 | 0.0 | 0.0 |  0.24 | 1.0395  1.755  0.945   1.701 | 1.0395  1.755  0.945  0.0 |  0.077209   0.000006    0.00005  0.0 | 0.398283  0.624966  0.601961  0.0 |  0.077209   0.000006    0.00005  0.0 | 0.0  0.0  0.0  0.0 |      62.0       62.0       62.0  0.0 | 0.000064  0.000064  0.000064  0.0 |  0.24 | 0.0 | 0.008451 |   0.03879 |  0.0 | 0.801904 |    1.701 | 1.218222 | 0.0 | 0.0 | 0.0 |   5.557628 |  0.0 | -0.047286 |  0.089824 | 0.347786 | 0.040253 | -0.197701  -0.272834  -0.022845  0.0 |   -3.0013    -3.0013    -3.0013  0.0 | nan | 106.618438 | nan | 1368.277527 | 0.025309 | 177.003752 | 0.040253 |
    | 2017-03-31 00:00:00 | 15.0 |  0.2 | 0.0 | 0.0 | 0.0 |  0.16 | 1.8711  3.159  1.701  3.0618 | 1.8711  3.159  1.701  0.0 |  0.023655   0.000001   0.000007  0.0 | 0.347261   0.40353  0.470752  0.0 |  0.023655   0.000001   0.000007  0.0 | 0.0  0.0  0.0  0.0 |      75.0       75.0       75.0  0.0 | 0.000077  0.000077  0.000077  0.0 |  0.16 | 0.0 | 0.002656 |   0.01188 |  0.0 |  1.92882 |   3.0618 | 2.131417 | 0.0 | 0.0 | 0.0 |   7.863292 |  0.0 | -0.033495 |  0.028937 | 0.299798 | 0.034699 | -0.408618  -0.516365  -0.333604  0.0 | -3.001377  -3.001377  -3.001377  0.0 | nan | 108.511108 | nan | 1376.140819 | 0.008252 | 159.052854 | 0.034699 |
    | 2017-04-01 00:00:00 | 11.8 |  4.5 | 0.0 | 0.0 | 0.0 |   3.6 | 1.2825  1.755  0.945   1.728 | 1.2825  1.755  0.945  0.0 |  1.991939   0.031211   0.413616  0.0 | 0.874746    1.4273  0.831418  0.0 |  1.991939   0.031211   0.413616  0.0 | 0.0  0.0  0.0  0.0 |      59.0       59.0       59.0  0.0 |  0.00006   0.00006   0.00006  0.0 |   3.6 | 0.0 | 0.229326 |  1.039555 |  0.0 |  0.37995 |    1.728 | 1.385132 | 0.0 | 0.0 | 0.0 |   7.682152 |  0.0 | -0.033101 |  0.522267 | 0.280467 | 0.032461 |  0.324698   1.625124   2.021363  0.0 | -3.001437  -3.001438  -3.001438  0.0 | nan | 108.628631 | nan | 1383.822971 |  0.52554 | 171.032849 | 0.032461 |
    | 2017-04-02 00:00:00 |  9.4 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 |  1.368  1.872  1.008  1.8432 |  1.368  1.872  1.008  0.0 |       0.0        0.0        0.0  0.0 | 0.610057  1.638831  1.005972  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      47.0       47.0       47.0  0.0 | 0.000048  0.000048  0.000048  0.0 |   0.0 | 0.0 | 0.000008 |  0.000041 |  0.0 | 0.581297 |   1.8432 | 1.488683 | 0.0 | 0.0 | 0.0 |   4.540135 |  0.0 | -0.054152 |  0.454525 | 0.320303 | 0.037072 |  -0.28536  -0.013706   1.015391  0.0 | -3.001485  -3.001486  -3.001486  0.0 | nan | 109.155768 | nan | 1388.363106 | 0.071056 | 173.058113 | 0.037072 |
    | 2017-04-03 00:00:00 |  8.1 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 |   1.71   2.34   1.26   2.304 |   1.71   2.34   1.26  0.0 |       0.0        0.0        0.0  0.0 | 0.226888  0.478672  1.029904  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      40.5       40.5       40.5  0.0 | 0.000041  0.000041  0.000041  0.0 |   0.0 | 0.0 | 0.000007 |  0.000035 |  0.0 | 1.604333 |    2.304 | 1.836172 | 0.0 | 0.0 | 0.0 |   6.413486 |  0.0 | -0.046826 |  0.061827 | 0.292736 | 0.033882 | -0.512248  -0.492378  -0.014513  0.0 | -3.001527  -3.001527  -3.001527  0.0 | nan | 110.713267 | nan | 1394.776592 | 0.009264 |  157.08178 | 0.033882 |
    | 2017-04-04 00:00:00 |  7.9 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 1.7955  2.457  1.323  2.4192 | 1.7955  2.457  1.323  0.0 |       0.0        0.0        0.0  0.0 | 0.119496  0.161269  0.356234  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      39.5       39.5       39.5  0.0 |  0.00004   0.00004   0.00004  0.0 |   0.0 | 0.0 | 0.000007 |  0.000034 |  0.0 | 1.876709 |   2.4192 | 1.856229 | 0.0 | 0.0 | 0.0 |   9.527856 |  0.0 | -0.035909 |  0.008664 | 0.250204 | 0.028959 | -0.631744  -0.653648  -0.370747  0.0 | -3.001567  -3.001568  -3.001568  0.0 | nan | 112.554059 | nan | 1404.304449 | 0.000633 | 140.993297 | 0.028959 |
    | 2017-04-05 00:00:00 |  7.5 |  0.4 | 0.0 | 0.0 | 0.0 |  0.32 | 1.4535  1.989  1.071  1.9584 | 1.4535  1.989  1.071  0.0 |  0.014619   0.000001   0.000008  0.0 | 0.121038  0.147097  0.210976  0.0 |  0.014619   0.000001   0.000008  0.0 | 0.0  0.0  0.0  0.0 |      37.5       37.5       37.5  0.0 | 0.000038  0.000038  0.000038  0.0 |  0.32 | 0.0 | 0.001816 |  0.007177 |  0.0 | 1.497434 |   1.9584 | 1.494997 | 0.0 | 0.0 | 0.0 |   10.74982 |  0.0 | -0.029353 |  0.004222 |  0.21386 | 0.024752 | -0.447401  -0.480746  -0.261731  0.0 | -3.001606  -3.001606  -3.001606  0.0 | nan | 114.020325 | nan | 1415.054269 | 0.003588 | 127.574313 | 0.024752 |
    | 2017-04-06 00:00:00 |  7.2 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 1.4535  1.989  1.071  1.9584 | 1.4535  1.989  1.071  0.0 |       0.0        0.0        0.0  0.0 | 0.125521  0.143124  0.174995  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      36.0       36.0       36.0  0.0 | 0.000037  0.000037  0.000037  0.0 |   0.0 | 0.0 | 0.000007 |  0.000031 |  0.0 | 1.495631 |   1.9584 | 1.491349 | 0.0 | 0.0 | 0.0 |  10.634915 |  0.0 | -0.025358 |  0.003101 | 0.184243 | 0.021324 | -0.572921   -0.62387  -0.436726  0.0 | -3.001642  -3.001643  -3.001643  0.0 | nan | 115.490592 | nan | 1425.689184 | 0.000518 |  115.43743 | 0.021324 |
    | 2017-04-07 00:00:00 |  8.1 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 |  0.684  0.936  0.504  0.9216 |  0.684  0.936  0.504  0.0 |       0.0        0.0        0.0  0.0 | 0.041864  0.045537  0.053433  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      40.5       40.5       40.5  0.0 | 0.000041  0.000041  0.000041  0.0 |   0.0 | 0.0 | 0.000008 |  0.000034 |  0.0 | 0.722453 |   0.9216 | 0.698876 | 0.0 | 0.0 | 0.0 |   9.097354 |  0.0 | -0.022565 |  0.000457 |  0.15978 | 0.018493 | -0.614786  -0.669408  -0.490159  0.0 | -3.001684  -3.001684  -3.001684  0.0 | nan | 116.190472 | nan | 1434.786538 | 0.000095 | 105.554112 | 0.018493 |
    | 2017-04-08 00:00:00 |  8.6 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 1.1115  1.521  0.819  1.4976 | 1.1115  1.521  0.819  0.0 |       0.0        0.0        0.0  0.0 | 0.055062  0.058771   0.06742  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      43.0       43.0       43.0  0.0 | 0.000044  0.000044  0.000044  0.0 |   0.0 | 0.0 | 0.000009 |  0.000036 |  0.0 | 1.187584 |   1.4976 | 1.133664 | 0.0 | 0.0 | 0.0 |   8.004608 |  0.0 | -0.019942 |  0.000087 | 0.139387 | 0.016133 | -0.669848  -0.728178  -0.557579  0.0 | -3.001728  -3.001728  -3.001728  0.0 | nan | 117.358106 | nan | 1442.791145 | 0.000044 |  96.211991 | 0.016133 |
    | 2017-04-09 00:00:00 | 10.5 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 2.1375  2.925  1.575    2.88 | 2.1375  2.925  1.575  0.0 |       0.0        0.0        0.0  0.0 | 0.078696  0.082369  0.091934  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      52.5       52.5       52.5  0.0 | 0.000054  0.000054  0.000054  0.0 |   0.0 | 0.0 | 0.000011 |  0.000044 |  0.0 | 2.311782 |     2.88 | 2.176091 | 0.0 | 0.0 | 0.0 |  10.453126 |  0.0 | -0.017782 |  0.000062 |  0.12016 | 0.013907 | -0.748544  -0.810547  -0.649513  0.0 | -3.001781  -3.001782  -3.001782  0.0 | nan | 119.652095 | nan | 1453.244272 | 0.000025 |  86.542871 | 0.013907 |

There is no indication of an error in the water balance:

>>> round_(model.check_waterbalance(conditions))
0.0

.. _wland_wag_seepage:

seepage
_______

|wland_wag| allows modelling external seepage or extraction into or from the vadose
zone.  We define an extreme value of 10 mm/d, which applies for the whole two months,
to show how |wland_wag| reacts in case of strong large-scale ponding (this is a
critical aspect of the `WALRUS`_ concept; see the documentation on method |Calc_FGS_V1|
for a more in-depth discussion):

>>> inputs.fxg.series = 10.0

The integration algorithm implemented by |ELSModel| solves the differential equations
of |wland_wag| stable; the results look as expected.  Within the first few days, the
groundwater table rises fast and finally exceeds the soil surface (large-scale ponding,
indicated by negative values).  The highest flow from groundwater to surface water
occurs directly after ponding and before the surface water level reaches its steady
state.  At the end of the simulation run, the groundwater level is always slightly
higher than the surface water level, which assures the necessary gradient to discharge
the seepage water into the stream:

.. integration-test::

    >>> test("wland_wag_seepage",
    ...      axis1=(fluxes.pc, fluxes.fqs, fluxes.fgs, fluxes.rh),
    ...      axis2=(states.dg, states.hs))
    |                date |    t |    p |  fxg | fxs | dhs |    pc |                           pe |                       pet |                                   tf |                                ei |                                   rf |                 sf |                                   pm |                                am |    ps | pve |       pv |        pq | etve |      etv |       es |       et |  gr | fxs |       fxg |         cdg | fgse |       fgs |       fqs |       rh |        r |                                   ic |                                   sp | dve |          dv | hge |          dg |       hq |          hs |   outlet |
    -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
    | 2017-02-10 00:00:00 | -2.8 |  0.0 | 10.0 | 0.0 | 0.0 |   0.0 | 0.3942  0.702  0.378  0.6588 | 0.3942  0.702  0.378  0.0 |       0.0        0.0        0.0  0.0 |      0.0  0.000001       0.0  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |  0.000117   0.000117   0.000117  0.0 |      0.0       0.0       0.0  0.0 |   0.0 | 0.0 |      0.0 |       0.0 |  0.0 | 0.494348 | 0.000067 | 0.436017 | 0.0 | 0.0 | 11.337868 |     -14.874 |  0.0 | -0.000099 |       0.0 |      0.0 |      0.0 |      -3.0  -3.000001       -3.0  0.0 |      -3.0       -3.0       -3.0  0.0 | nan |  129.156381 | nan |    1585.126 |      0.0 |   -2.004428 |      0.0 |
    | 2017-02-11 00:00:00 | -1.5 |  0.4 | 10.0 | 0.0 | 0.0 |  0.32 | 0.5256  0.936  0.504  0.8784 | 0.5256  0.936  0.504  0.0 |  0.000001        0.0        0.0  0.0 | 0.000001  0.000002  0.000001  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |  0.009388   0.009388   0.009388  0.0 |      0.0       0.0       0.0  0.0 |  0.32 | 0.0 |      0.0 |       0.0 |  0.0 |  0.65976 | 0.000198 | 0.581914 | 0.0 | 0.0 | 11.337868 |  -45.500254 |  0.0 | -0.000066 |       0.0 |      0.0 |      0.0 | -2.680002  -2.680003  -2.680002  0.0 |      -3.0       -3.0       -3.0  0.0 | nan |  118.478206 | nan | 1539.625746 |      0.0 |   -1.687533 |      0.0 |
    | 2017-02-12 00:00:00 | -0.9 |  0.0 | 10.0 | 0.0 | 0.0 |   0.0 | 0.4599  0.819  0.441  0.7686 | 0.4599  0.819  0.441  0.0 |       0.0        0.0        0.0  0.0 | 0.000002  0.000004  0.000002  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |  0.069591   0.069591   0.069591  0.0 |      0.0       0.0       0.0  0.0 |   0.0 | 0.0 |      0.0 |       0.0 |  0.0 | 0.577733 |  0.00033 |  0.50957 | 0.0 | 0.0 | 11.337868 |  -60.599211 |  0.0 |  0.000228 |       0.0 |      0.0 |      0.0 | -2.680004  -2.680007  -2.680004  0.0 |      -3.0       -3.0       -3.0  0.0 | nan |  107.718298 | nan | 1479.026535 |      0.0 |   -1.677816 |      0.0 |
    | 2017-02-13 00:00:00 | -1.6 |  0.0 | 10.0 | 0.0 | 0.0 |   0.0 | 0.2628  0.468  0.252  0.4392 | 0.2628  0.468  0.252  0.0 |       0.0        0.0        0.0  0.0 | 0.000001  0.000002  0.000001  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |  0.006707   0.006707   0.006707  0.0 |      0.0       0.0       0.0  0.0 |   0.0 | 0.0 |      0.0 |       0.0 |  0.0 | 0.330341 | 0.001024 | 0.291382 | 0.0 | 0.0 | 11.337868 |  -69.150535 |  0.0 |  0.017112 |       0.0 |      0.0 |      0.0 | -2.680005  -2.680009  -2.680005  0.0 |      -3.0       -3.0       -3.0  0.0 | nan |   96.727883 | nan |    1409.876 |      0.0 |   -0.924202 |      0.0 |
    | 2017-02-14 00:00:00 | -1.3 |  0.0 | 10.0 | 0.0 | 0.0 |   0.0 | 0.2628  0.468  0.252  0.4392 | 0.2628  0.468  0.252  0.0 |       0.0        0.0        0.0  0.0 | 0.000001  0.000002  0.000001  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |  0.018374   0.018374   0.018374  0.0 |      0.0       0.0       0.0  0.0 |   0.0 | 0.0 |      0.0 |       0.0 |  0.0 | 0.330509 | 0.271134 | 0.296933 | 0.0 | 0.0 | 11.337868 |  -74.377638 |  0.0 |  0.082405 |       0.0 | 0.000114 | 0.000013 | -2.680007  -2.680011  -2.680006  0.0 |      -3.0       -3.0       -3.0  0.0 | nan |   85.802929 | nan | 1335.498362 |      0.0 |    2.433021 | 0.000013 |
    | 2017-02-15 00:00:00 |  1.7 |  0.0 | 10.0 | 0.0 | 0.0 |   0.0 | 0.2628  0.468  0.252  0.4392 | 0.2628  0.468  0.252  0.0 |       0.0        0.0        0.0  0.0 | 0.000001  0.000002  0.000001  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |   8.50479    8.50479    8.50479  0.0 | 0.000009  0.000009  0.000009  0.0 |   0.0 | 0.0 | 0.000001 |  0.000008 |  0.0 | 0.330644 |   0.4392 | 0.300413 | 0.0 | 0.0 | 11.337868 |  -77.572997 |  0.0 |  0.202245 |  0.000005 | 0.002195 | 0.000254 | -2.680008  -2.680013  -2.680007  0.0 | -3.000008  -3.000009  -3.000009  0.0 | nan |   74.997948 | nan | 1257.925365 | 0.000003 |   10.803285 | 0.000254 |
    | 2017-02-16 00:00:00 |  4.4 |  0.2 | 10.0 | 0.0 | 0.0 |  0.16 | 0.2628  0.468  0.252  0.4392 | 0.2628  0.468  0.252  0.0 |  0.000001        0.0        0.0  0.0 | 0.000002  0.000003  0.000002  0.0 |  0.000001        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 | 22.000001  22.000001  22.000001  0.0 | 0.000023  0.000023  0.000023  0.0 |  0.16 | 0.0 | 0.000002 |  0.000022 |  0.0 |  0.33075 |   0.4392 | 0.300508 | 0.0 | 0.0 | 11.337868 |  -79.727249 |  0.0 |  0.373817 |  0.000015 | 0.010746 | 0.001244 |  -2.52001  -2.520016  -2.520009  0.0 | -3.000031  -3.000032  -3.000032  0.0 | nan |   64.364646 | nan | 1178.198116 |  0.00001 |   26.472887 | 0.001244 |
    | 2017-02-17 00:00:00 |  4.5 |  4.5 | 10.0 | 0.0 | 0.0 |   3.6 | 0.1971  0.351  0.189  0.3294 | 0.1971  0.351  0.189  0.0 |  0.715879   0.000866   0.002554  0.0 | 0.045775  0.103402  0.056202  0.0 |  0.715879   0.000866   0.002554  0.0 | 0.0  0.0  0.0  0.0 |      22.5       22.5       22.5  0.0 | 0.000023  0.000023  0.000023  0.0 |   3.6 | 0.0 | 0.022349 |  0.409951 |  0.0 | 0.183211 |   0.3294 | 0.231003 | 0.0 | 0.0 | 11.337868 |  -81.587703 |  0.0 |  0.585727 |  0.107011 | 0.035675 | 0.004129 |  0.318336   0.975716   1.021236  0.0 | -3.000054  -3.000055  -3.000055  0.0 | nan |   53.773365 | nan | 1096.610412 |  0.30295 |   59.033796 | 0.004129 |
    | 2017-02-18 00:00:00 |  3.4 |  0.0 | 10.0 | 0.0 | 0.0 |   0.0 | 0.1971  0.351  0.189  0.3294 | 0.1971  0.351  0.189  0.0 |       0.0        0.0        0.0  0.0 | 0.148007  0.341646  0.186301  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 | 17.000016  17.000016  17.000016  0.0 | 0.000018  0.000018  0.000018  0.0 |   0.0 | 0.0 | 0.000001 |  0.000017 |  0.0 | 0.035815 |   0.3294 | 0.243907 | 0.0 | 0.0 | 11.337868 |  -83.939571 |  0.0 |  0.809934 |  0.263528 | 0.103019 | 0.011924 |  0.170329   0.634071   0.834935  0.0 | -3.000072  -3.000072  -3.000072  0.0 | nan |   43.281246 | nan | 1012.670841 | 0.039439 |  102.184388 | 0.011924 |
    | 2017-02-19 00:00:00 |  4.8 |  3.2 | 10.0 | 0.0 | 0.0 |  2.56 | 0.2628  0.468  0.252  0.4392 | 0.2628  0.468  0.252  0.0 |  2.024114   0.452937    0.89958  0.0 | 0.221758   0.46542  0.251473  0.0 |  2.024114   0.452937    0.89958  0.0 | 0.0  0.0  0.0  0.0 |      24.0       24.0       24.0  0.0 | 0.000025  0.000025  0.000025  0.0 |  2.56 | 0.0 | 0.032659 |  1.410939 |  0.0 | 0.028201 |   0.4392 | 0.325528 | 0.0 | 0.0 | 11.337868 |  -86.128634 |  0.0 |  1.049427 |  0.761932 |   0.2169 | 0.025104 |  0.484457   2.275713   2.243882  0.0 | -3.000097  -3.000097  -3.000097  0.0 | nan |   32.988345 | nan |  926.542208 | 0.688446 |   177.07456 | 0.025104 |
    | 2017-02-20 00:00:00 |  6.7 |  4.6 | 10.0 | 0.0 | 0.0 |  3.68 | 0.1971  0.351  0.189  0.3294 | 0.1971  0.351  0.189  0.0 |  3.340125   2.972411   3.208229  0.0 | 0.184114  0.350996  0.188997  0.0 |  3.340125   2.972411   3.208229  0.0 | 0.0  0.0  0.0  0.0 |      33.5       33.5       33.5  0.0 | 0.000035  0.000035  0.000035  0.0 |  3.68 | 0.0 | 0.038518 |  3.181989 |  0.0 | 0.008654 |   0.3294 | 0.244194 | 0.0 | 0.0 | 11.337868 |  -88.789658 |  0.0 |   1.15001 |   2.37383 | 0.532293 | 0.061608 |  0.640219   2.632306   2.526656  0.0 | -3.000131  -3.000131  -3.000131  0.0 | nan |   22.770622 | nan |  837.752549 | 1.496605 |   320.84359 | 0.061608 |
    | 2017-02-21 00:00:00 |  5.8 |  2.3 | 10.0 | 0.0 | 0.0 |  1.84 | 0.3942  0.702  0.378  0.6588 | 0.3942  0.702  0.378  0.0 |  1.642165   1.409265   1.618932  0.0 | 0.363811  0.701991  0.377995  0.0 |  1.642165   1.409265   1.618932  0.0 | 0.0  0.0  0.0  0.0 |      29.0       29.0       29.0  0.0 |  0.00003   0.00003   0.00003  0.0 |  1.84 | 0.0 | 0.007831 |  1.562953 |  0.0 | 0.020253 |   0.6588 | 0.488389 | 0.0 | 0.0 | 11.337868 |   -92.55175 |  0.0 |  1.156956 |  2.195594 | 1.027694 | 0.118946 |  0.474243   2.361049    2.36973  0.0 | -3.000161  -3.000161  -3.000161  0.0 | nan |   12.602131 | nan |  745.200799 | 0.863965 |  429.245982 | 0.118946 |
    | 2017-02-22 00:00:00 |  6.5 | 18.0 | 10.0 | 0.0 | 0.0 |  14.4 | 0.5256  0.936  0.504  0.8784 | 0.5256  0.936  0.504  0.0 | 13.589457  13.048462  13.564559  0.0 | 0.504697  0.935996  0.503997  0.0 | 13.589457  13.048462  13.564559  0.0 | 0.0  0.0  0.0  0.0 |      32.5       32.5       32.5  0.0 | 0.000033  0.000033  0.000033  0.0 |  14.4 | 0.0 |  0.01311 | 13.412904 |  0.0 | 0.013931 |   0.8784 | 0.651192 | 0.0 | 0.0 | 11.337868 |  -97.916802 |  0.0 |  0.880218 |  8.292283 | 1.954782 | 0.226248 |  0.780089   2.776592   2.701174  0.0 | -3.000194  -3.000195  -3.000195  0.0 | nan |    2.145302 | nan |  647.283997 | 5.984585 |  790.167928 | 0.226248 |
    | 2017-02-23 00:00:00 |  5.0 | 19.2 | 10.0 | 0.0 | 0.0 | 15.36 | 0.3285  0.585  0.315   0.549 | 0.3285  0.585  0.315  0.0 | 14.927277  14.656358  14.931703  0.0 | 0.322035  0.584999  0.314999  0.0 | 14.927277  14.656358  14.931703  0.0 | 0.0  0.0  0.0  0.0 |      25.0       25.0       25.0  0.0 | 0.000026  0.000026  0.000026  0.0 | 15.36 | 0.0 | 0.000067 |  14.84641 |  0.0 | 0.004309 |    0.549 | 0.406997 | 0.0 | 0.0 | 11.337868 | -109.242288 |  0.0 | -0.606424 | 13.587701 | 4.473415 | 0.517756 |  0.890776   2.895235   2.814472  0.0 |  -3.00022  -3.000221  -3.000221  0.0 | nan |   -9.794748 | nan |  538.041709 | 7.243294 | 1220.362267 | 0.517756 |
    | 2017-02-24 00:00:00 |  3.0 |  0.4 | 10.0 | 0.0 | 0.0 |  0.32 | 0.5256  0.936  0.504  0.8784 | 0.5256  0.936  0.504  0.0 |  0.294509   0.228517   0.294807  0.0 | 0.495654  0.935979  0.503995  0.0 |  0.294509   0.228517   0.294807  0.0 | 0.0  0.0  0.0  0.0 |  15.00006   15.00006   15.00006  0.0 | 0.000015  0.000015  0.000015  0.0 |  0.32 | 0.0 |      0.0 |  0.274757 |  0.0 | 0.019966 |   0.8784 | 0.651192 | 0.0 | 0.0 | 11.337868 | -129.220104 |  0.0 | -1.331606 |  6.424707 | 6.003494 | 0.694849 |  0.420613   2.050738    2.33567  0.0 | -3.000236  -3.000236  -3.000236  0.0 | nan |  -22.444257 | nan |  408.821605 | 1.093344 | 1175.715953 | 0.694849 |
    | 2017-02-25 00:00:00 |  3.1 |  8.3 | 10.0 | 0.0 | 0.0 |  6.64 | 0.3285  0.585  0.315   0.549 | 0.3285  0.585  0.315  0.0 |  6.067442   5.421504    6.05775  0.0 | 0.308293  0.584994  0.314997  0.0 |  6.067442   5.421504    6.05775  0.0 | 0.0  0.0  0.0  0.0 | 15.500043  15.500043  15.500043  0.0 | 0.000016  0.000016  0.000016  0.0 |  6.64 | 0.0 |      0.0 |  5.872707 |  0.0 | 0.013471 |    0.549 | 0.406995 | 0.0 | 0.0 | 11.337868 | -153.261047 |  0.0 |  0.183006 |  4.215308 | 5.269582 | 0.609905 |  0.684879    2.68424   2.602923  0.0 | -3.000251  -3.000252  -3.000252  0.0 | nan |  -33.585648 | nan |  255.560558 | 2.750743 | 1132.948485 | 0.609905 |
    | 2017-02-26 00:00:00 |  7.1 |  5.3 | 10.0 | 0.0 | 0.0 |  4.24 | 0.2628  0.468  0.252  0.4392 | 0.2628  0.468  0.252  0.0 |  3.990607   3.797413   3.989282  0.0 |   0.2519  0.467998  0.251998  0.0 |  3.990607   3.797413   3.989282  0.0 | 0.0  0.0  0.0  0.0 |      35.5       35.5       35.5  0.0 | 0.000037  0.000037  0.000037  0.0 |  4.24 | 0.0 |      0.0 |  3.932553 |  0.0 | 0.007266 |   0.4392 | 0.325597 | 0.0 | 0.0 | 11.337868 | -193.657936 |  0.0 |  1.304439 |  4.610959 |   5.3294 | 0.616829 |  0.682372   2.658829   2.601642  0.0 | -3.000288  -3.000288  -3.000288  0.0 | nan |  -43.611811 | nan |   61.902623 | 2.072336 | 1153.742064 | 0.616829 |
    | 2017-02-27 00:00:00 |  9.4 |  0.7 | 10.0 | 0.0 | 0.0 |  0.56 | 0.8541  1.521  0.819  1.4274 | 0.8541  1.521  0.819  0.0 |  0.424038   0.206925   0.404334  0.0 | 0.695503   1.52066  0.818961  0.0 |  0.424038   0.206925   0.404334  0.0 | 0.0  0.0  0.0  0.0 |      47.0       47.0       47.0  0.0 | 0.000048  0.000048  0.000048  0.0 |  0.56 | 0.0 |      0.0 |  0.356982 |  0.0 | 0.105829 |   1.4274 | 1.058177 | 0.0 | 0.0 | 11.337868 | -101.815192 |  0.0 | 13.697822 |   2.01652 | 6.858157 | 0.793768 |  0.122831   1.491244   1.938347  0.0 | -3.000336  -3.000337  -3.000337  0.0 | nan |  -41.146029 | nan |  -39.912569 | 0.412798 | 1512.850265 | 0.793768 |
    | 2017-02-28 00:00:00 |  4.6 |  2.7 | 10.0 | 0.0 | 0.0 |  2.16 | 0.5913  1.053  0.567  0.9882 | 0.5913  1.053  0.567  0.0 |  1.504445   0.476055   1.340847  0.0 | 0.453734  1.052728  0.566963  0.0 |  1.504445   0.476055   1.340847  0.0 | 0.0  0.0  0.0  0.0 |      23.0       23.0       23.0  0.0 | 0.000024  0.000024  0.000024  0.0 |  2.16 | 0.0 |      0.0 |  1.179592 |  0.0 | 0.091788 |   0.9882 | 0.732581 | 0.0 | 0.0 | 11.337868 |    -3.58275 |  0.0 |  8.260758 |  0.990353 | 8.135265 | 0.941582 |  0.324653   2.122461   2.190537  0.0 |  -3.00036  -3.000361  -3.000361  0.0 | nan |   -44.13135 | nan |  -43.495319 | 0.602036 | 1520.085581 | 0.941582 |
    | 2017-03-01 00:00:00 |  3.7 |  1.6 | 10.0 | 0.0 | 0.0 |  1.28 | 0.4851  0.819  0.441  0.7938 | 0.4851  0.819  0.441  0.0 |   0.95047     0.4965   0.875749  0.0 | 0.384017  0.818947  0.440979  0.0 |   0.95047     0.4965   0.875749  0.0 | 0.0  0.0  0.0  0.0 | 18.500006  18.500006  18.500006  0.0 | 0.000019  0.000019  0.000019  0.0 |  1.28 | 0.0 |      0.0 |  0.806826 |  0.0 | 0.067397 |   0.7938 | 0.585109 | 0.0 | 0.0 | 11.337868 |   -3.076868 |  0.0 |  8.252345 |  0.981782 | 8.175591 | 0.946249 |  0.270165   2.087014   2.153808  0.0 | -3.000379   -3.00038   -3.00038  0.0 | nan |  -47.149477 | nan |  -46.572187 | 0.427081 | 1523.827904 | 0.946249 |
    | 2017-03-02 00:00:00 |  4.7 |  2.5 | 10.0 | 0.0 | 0.0 |   2.0 | 0.4851  0.819  0.441  0.7938 | 0.4851  0.819  0.441  0.0 |  1.532333   1.008778   1.460427  0.0 | 0.393828  0.818966  0.440983  0.0 |  1.532333   1.008778   1.460427  0.0 | 0.0  0.0  0.0  0.0 |      23.5       23.5       23.5  0.0 | 0.000024  0.000024  0.000024  0.0 |   2.0 | 0.0 |      0.0 |    1.3681 |  0.0 | 0.060852 |   0.7938 |  0.58511 | 0.0 | 0.0 | 11.337868 |   -3.050981 |  0.0 |  8.146685 |  1.134034 | 8.213705 |  0.95066 |  0.344004   2.259269   2.252398  0.0 | -3.000403  -3.000404  -3.000404  0.0 | nan |  -50.279808 | nan |  -49.623168 | 0.661147 | 1529.185377 |  0.95066 |
    | 2017-03-03 00:00:00 |  5.9 |  0.6 | 10.0 | 0.0 | 0.0 |  0.48 | 0.7623  1.287  0.693  1.2474 | 0.7623  1.287  0.693  0.0 |   0.28895    0.08893   0.242171  0.0 |  0.50587  1.286377  0.692918  0.0 |   0.28895    0.08893   0.242171  0.0 | 0.0  0.0  0.0  0.0 |      29.5       29.5       29.5  0.0 |  0.00003   0.00003   0.00003  0.0 |  0.48 | 0.0 |      0.0 |  0.224296 |  0.0 | 0.171141 |   1.2474 | 0.919446 | 0.0 | 0.0 | 11.337868 |   -2.776289 |  0.0 |  8.604006 |  0.711509 | 8.239794 |  0.95368 |  0.029185   1.363962   1.797309  0.0 | -3.000434  -3.000434  -3.000434  0.0 | nan |   -52.84253 | nan |  -52.399458 | 0.173934 | 1530.728875 |  0.95368 |
    | 2017-03-04 00:00:00 |  7.7 |  0.2 | 10.0 | 0.0 | 0.0 |  0.16 |  0.693   1.17   0.63   1.134 |  0.693   1.17   0.63  0.0 |  0.055999   0.000737   0.020501  0.0 | 0.286947   1.12832  0.629375  0.0 |  0.055999   0.000737   0.020501  0.0 | 0.0  0.0  0.0  0.0 |      38.5       38.5       38.5  0.0 |  0.00004   0.00004   0.00004  0.0 |  0.16 | 0.0 |      0.0 |   0.03591 |  0.0 | 0.284562 |    1.134 | 0.835794 | 0.0 | 0.0 | 11.337868 |   -1.926446 |  0.0 |  9.230786 |  0.171954 |  8.25384 | 0.955306 | -0.153762   0.394905   1.307433  0.0 | -3.000473  -3.000474  -3.000474  0.0 | nan |  -54.665051 | nan |  -54.325903 |  0.03789 | 1532.566278 | 0.955306 |
    | 2017-03-05 00:00:00 |  6.3 |  1.7 | 10.0 | 0.0 | 0.0 |  1.36 | 0.5544  0.936  0.504  0.9072 | 0.5544  0.936  0.504  0.0 |  0.699882   0.001283   0.262681  0.0 | 0.321399  0.881332  0.503638  0.0 |  0.699882   0.001283   0.262681  0.0 | 0.0  0.0  0.0  0.0 |      31.5       31.5       31.5  0.0 | 0.000032  0.000032  0.000032  0.0 |  1.36 | 0.0 |      0.0 |  0.446615 |  0.0 | 0.173537 |   0.9072 | 0.668655 | 0.0 | 0.0 | 11.337868 |   -1.913449 |  0.0 |  9.158414 |  0.264756 | 8.275905 | 0.957859 |  0.184957    0.87229   1.901114  0.0 | -3.000506  -3.000506  -3.000506  0.0 | nan |  -56.670968 | nan |  -56.239353 | 0.219748 | 1536.082952 | 0.957859 |
    | 2017-03-06 00:00:00 |  3.7 |  0.3 | 10.0 | 0.0 | 0.0 |  0.24 | 0.4158  0.702  0.378  0.6804 | 0.4158  0.702  0.378  0.0 |   0.13153   0.000232   0.067958  0.0 | 0.255472  0.664096  0.377897  0.0 |   0.13153   0.000232   0.067958  0.0 | 0.0  0.0  0.0  0.0 | 18.500006  18.500006  18.500006  0.0 | 0.000019  0.000019  0.000019  0.0 |  0.24 | 0.0 |      0.0 |  0.085802 |  0.0 | 0.119507 |   0.6804 | 0.501509 | 0.0 | 0.0 | 11.337868 |   -2.070925 |  0.0 |  9.196667 |  0.239955 |  8.29819 | 0.960439 |  0.037955   0.447962   1.695259  0.0 | -3.000525  -3.000525  -3.000525  0.0 | nan |  -58.692662 | nan |  -58.310277 | 0.065596 | 1538.063863 | 0.960439 |
    | 2017-03-07 00:00:00 |  1.6 |  0.0 | 10.0 | 0.0 | 0.0 |   0.0 | 0.4851  0.819  0.441  0.7938 | 0.4851  0.819  0.441  0.0 |       0.0        0.0        0.0  0.0 | 0.202991  0.528886  0.440404  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |  8.006707   8.006707   8.006707  0.0 | 0.000008  0.000008  0.000008  0.0 |   0.0 | 0.0 |      0.0 |  0.000008 |  0.0 | 0.284749 |   0.7938 | 0.585035 | 0.0 | 0.0 | 11.337868 |    -1.70068 |  0.0 |  9.427404 |  0.056465 | 8.314862 | 0.962368 | -0.165035  -0.080925   1.254855  0.0 | -3.000533  -3.000533  -3.000533  0.0 | nan |  -60.318378 | nan |  -60.010958 | 0.009139 | 1540.042239 | 0.962368 |
    | 2017-03-08 00:00:00 |  4.0 |  1.8 | 10.0 | 0.0 | 0.0 |  1.44 | 0.4851  0.819  0.441  0.7938 | 0.4851  0.819  0.441  0.0 |  0.768075   0.000468   0.301982  0.0 |  0.28971  0.647075  0.440658  0.0 |  0.768075   0.000468   0.301982  0.0 | 0.0  0.0  0.0  0.0 | 20.000002  20.000002  20.000002  0.0 | 0.000021  0.000021  0.000021  0.0 |  1.44 | 0.0 |      0.0 |  0.491204 |  0.0 |  0.18755 |   0.7938 | 0.585069 | 0.0 | 0.0 | 11.337868 |   -1.804849 |  0.0 |  9.222076 |  0.260925 | 8.336301 |  0.96485 |   0.21718   0.711533   1.952215  0.0 | -3.000553  -3.000554  -3.000554  0.0 | nan |  -62.246621 | nan |  -61.815807 | 0.239418 | 1543.352268 |  0.96485 |
    | 2017-03-09 00:00:00 |  5.6 |  8.9 | 10.0 | 0.0 | 0.0 |  7.12 | 0.3465  0.585  0.315   0.567 | 0.3465  0.585  0.315  0.0 |  6.357601   4.564802   6.158594  0.0 | 0.317352  0.584265  0.314994  0.0 |  6.357601   4.564802   6.158594  0.0 | 0.0  0.0  0.0  0.0 |      28.0       28.0       28.0  0.0 | 0.000029  0.000029  0.000029  0.0 |  7.12 | 0.0 |      0.0 |  5.799889 |  0.0 | 0.019675 |    0.567 |  0.41794 | 0.0 | 0.0 | 11.337868 |   -4.314123 |  0.0 |  6.064346 |  3.318381 | 8.415108 | 0.973971 |  0.662227   2.682466   2.598626  0.0 | -3.000582  -3.000583  -3.000583  0.0 | nan |  -67.500469 | nan |  -66.129929 | 2.720926 | 1559.188183 | 0.973971 |
    | 2017-03-10 00:00:00 |  5.8 |  0.0 | 10.0 | 0.0 | 0.0 |   0.0 | 0.5544  0.936  0.504  0.9072 | 0.5544  0.936  0.504  0.0 |       0.0        0.0        0.0  0.0 | 0.473401   0.93593  0.503987  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      29.0       29.0       29.0  0.0 |  0.00003   0.00003   0.00003  0.0 |   0.0 | 0.0 |      0.0 |   0.00003 |  0.0 | 0.054018 |   0.9072 | 0.668702 | 0.0 | 0.0 | 11.337868 |   -5.139124 |  0.0 |   6.91556 |  2.353193 | 8.456806 | 0.978797 |  0.188826   1.746536   2.094639  0.0 | -3.000612  -3.000612  -3.000612  0.0 | nan |  -71.868759 | nan |  -71.269054 | 0.367763 | 1555.723341 | 0.978797 |
    | 2017-03-11 00:00:00 |  5.7 |  0.0 | 10.0 | 0.0 | 0.0 |   0.0 |  0.693   1.17   0.63   1.134 |  0.693   1.17   0.63  0.0 |       0.0        0.0        0.0  0.0 | 0.342757  1.155527  0.629754  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      28.5       28.5       28.5  0.0 | 0.000029  0.000029  0.000029  0.0 |   0.0 | 0.0 |      0.0 |  0.000029 |  0.0 | 0.238301 |    1.134 | 0.835844 | 0.0 | 0.0 | 11.337868 |   -2.094818 |  0.0 |  9.289031 |  0.317836 | 8.454931 |  0.97858 | -0.153932   0.591009   1.464885  0.0 | -3.000641  -3.000642  -3.000642  0.0 | nan |  -73.679296 | nan |  -73.363872 | 0.049956 | 1557.063026 |  0.97858 |
    | 2017-03-12 00:00:00 |  4.6 |  0.0 | 10.0 | 0.0 | 0.0 |   0.0 | 0.8316  1.404  0.756  1.3608 | 0.8316  1.404  0.756  0.0 |       0.0        0.0        0.0  0.0 | 0.194387   0.81312  0.748148  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      23.0       23.0       23.0  0.0 | 0.000024  0.000024  0.000024  0.0 |   0.0 | 0.0 |      0.0 |  0.000024 |  0.0 | 0.621721 |   1.3608 |  1.00225 | 0.0 | 0.0 | 11.337868 |   -1.228197 |  0.0 |  9.612246 |  0.043174 | 8.466436 | 0.979912 | -0.348319  -0.222111   0.716737  0.0 | -3.000665  -3.000665  -3.000665  0.0 | nan |  -74.783196 | nan |  -74.592069 | 0.006805 | 1558.396029 | 0.979912 |
    | 2017-03-13 00:00:00 |  4.2 |  0.9 | 10.0 | 0.0 | 0.0 |  0.72 | 0.6237  1.053  0.567  1.0206 | 0.6237  1.053  0.567  0.0 |  0.198629   0.000023   0.002959  0.0 | 0.207167   0.45335   0.55268  0.0 |  0.198629   0.000023   0.002959  0.0 | 0.0  0.0  0.0  0.0 | 21.000001  21.000001  21.000001  0.0 | 0.000022  0.000022  0.000022  0.0 |  0.72 | 0.0 |      0.0 |  0.119502 |  0.0 | 0.477537 |   1.0206 | 0.750861 | 0.0 | 0.0 | 11.337868 |   -1.194708 |  0.0 |  9.582428 |  0.066006 | 8.478067 | 0.981258 | -0.034115   0.044516   0.881098  0.0 | -3.000687  -3.000687  -3.000687  0.0 | nan |    -76.0611 | nan |  -75.786777 | 0.060301 |  1560.01144 | 0.981258 |
    | 2017-03-14 00:00:00 |  7.4 |  0.1 | 10.0 | 0.0 | 0.0 |  0.08 | 0.6237  1.053  0.567  1.0206 | 0.6237  1.053  0.567  0.0 |  0.023874   0.000002   0.000192  0.0 | 0.223556  0.377223    0.5351  0.0 |  0.023874   0.000002   0.000192  0.0 | 0.0  0.0  0.0  0.0 |      37.0       37.0       37.0  0.0 | 0.000038  0.000038  0.000038  0.0 |  0.08 | 0.0 |      0.0 |  0.014382 |  0.0 | 0.491986 |   1.0206 | 0.749138 | 0.0 | 0.0 | 11.337868 |   -1.277448 |  0.0 |  9.611086 |  0.060697 | 8.490506 | 0.982697 | -0.201545  -0.252709   0.425806  0.0 | -3.000725  -3.000725  -3.000725  0.0 | nan |  -77.295898 | nan |  -77.064225 | 0.013986 |  1561.36861 | 0.982697 |
    | 2017-03-15 00:00:00 |  6.3 |  0.0 | 10.0 | 0.0 | 0.0 |   0.0 | 0.8316  1.404  0.756  1.3608 | 0.8316  1.404  0.756  0.0 |       0.0        0.0        0.0  0.0 | 0.171647  0.216716  0.491481  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      31.5       31.5       31.5  0.0 | 0.000032  0.000032  0.000032  0.0 |   0.0 | 0.0 |      0.0 |  0.000032 |  0.0 | 0.835671 |   1.3608 | 0.977086 | 0.0 | 0.0 | 11.337868 |   -0.897807 |  0.0 |  9.674839 |  0.012085 | 8.500472 | 0.983851 | -0.373191  -0.469426  -0.065675  0.0 | -3.000757  -3.000757  -3.000757  0.0 | nan |  -78.123256 | nan |  -77.962032 | 0.001933 | 1562.236751 | 0.983851 |
    | 2017-03-16 00:00:00 |  8.7 |  0.0 | 10.0 | 0.0 | 0.0 |   0.0 | 0.9702  1.638  0.882  1.5876 | 0.9702  1.638  0.882  0.0 |       0.0        0.0        0.0  0.0 |  0.11626  0.128189  0.249522  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      43.5       43.5       43.5  0.0 | 0.000045  0.000045  0.000045  0.0 |   0.0 | 0.0 |      0.0 |  0.000045 |  0.0 | 1.072488 |   1.5876 | 1.108189 | 0.0 | 0.0 | 11.337868 |   -0.615659 |  0.0 |   9.69884 |  0.001693 | 8.507501 | 0.984664 | -0.489452  -0.597615  -0.315197  0.0 | -3.000802  -3.000802  -3.000802  0.0 | nan |  -78.689796 | nan |  -78.577691 | 0.000285 | 1563.075925 | 0.984664 |
    | 2017-03-17 00:00:00 |  6.4 |  3.9 | 10.0 | 0.0 | 0.0 |  3.12 | 0.7623  1.287  0.693  1.2474 | 0.7623  1.287  0.693  0.0 |  1.818581   0.016359   0.252747  0.0 | 0.485016  0.989421  0.602639  0.0 |  1.818581   0.016359   0.252747  0.0 | 0.0  0.0  0.0  0.0 |      32.0       32.0       32.0  0.0 | 0.000033  0.000033  0.000033  0.0 |  3.12 | 0.0 |      0.0 |  1.121364 |  0.0 | 0.284029 |   1.2474 |   0.9106 | 0.0 | 0.0 | 11.337868 |   -1.568555 |  0.0 |  9.096382 |  0.551784 | 8.524077 | 0.986583 |  0.326951   1.516606   1.949417  0.0 | -3.000834  -3.000835  -3.000835  0.0 | nan |  -80.647253 | nan |  -80.146246 | 0.569865 | 1566.932554 | 0.986583 |
    | 2017-03-18 00:00:00 |  5.2 |  8.7 | 10.0 | 0.0 | 0.0 |  6.96 | 0.7623  1.287  0.693  1.2474 | 0.7623  1.287  0.693  0.0 |  6.071437   4.670973   5.752022  0.0 | 0.685957  1.286933  0.692984  0.0 |  6.071437   4.670973   5.752022  0.0 | 0.0  0.0  0.0  0.0 |      26.0       26.0       26.0  0.0 | 0.000027  0.000027  0.000027  0.0 |  6.96 | 0.0 |      0.0 |  5.619383 |  0.0 | 0.050914 |   1.2474 | 0.919468 | 0.0 | 0.0 | 11.337868 |   -4.558225 |  0.0 |  5.900146 |  3.579793 |  8.59127 |  0.99436 |  0.529557     2.5187   2.464411  0.0 | -3.000861  -3.000862  -3.000862  0.0 | nan |  -86.034061 | nan |  -84.704471 | 2.609455 | 1578.687941 |  0.99436 |
    | 2017-03-19 00:00:00 |  5.1 | 26.4 | 10.0 | 0.0 | 0.0 | 21.12 | 0.3465  0.585  0.315   0.567 | 0.3465  0.585  0.315  0.0 | 20.402778  20.094646   20.41026  0.0 | 0.337475  0.584999  0.314999  0.0 | 20.402778  20.094646   20.41026  0.0 | 0.0  0.0  0.0  0.0 |      25.5       25.5       25.5  0.0 | 0.000026  0.000026  0.000026  0.0 | 21.12 | 0.0 |      0.0 | 20.311113 |  0.0 | 0.006017 |    0.567 | 0.417942 | 0.0 | 0.0 | 11.337868 |  -13.675484 |  0.0 | -5.039136 | 13.714384 | 8.782846 | 1.016533 |  0.909305   2.959055   2.859152  0.0 | -3.000887  -3.000888  -3.000888  0.0 | nan | -102.405049 | nan |  -98.379955 | 9.206184 | 1609.877552 | 1.016533 |
    | 2017-03-20 00:00:00 |  8.7 | 11.5 | 10.0 | 0.0 | 0.0 |   9.2 | 0.4158  0.702  0.378  0.6804 | 0.4158  0.702  0.378  0.0 |  8.931929   8.697486   8.951409  0.0 | 0.406537  0.701998  0.377999  0.0 |  8.931929   8.697486   8.951409  0.0 | 0.0  0.0  0.0  0.0 |      43.5       43.5       43.5  0.0 | 0.000045  0.000045  0.000045  0.0 |   9.2 | 0.0 |      0.0 |  8.863589 |  0.0 | 0.006176 |   0.6804 |  0.50153 | 0.0 | 0.0 | 11.337868 |  -17.068154 |  0.0 | -4.385819 | 13.006465 | 8.916205 | 1.031968 |  0.770839   2.759571   2.729744  0.0 | -3.000932  -3.000932  -3.000932  0.0 | nan | -118.122561 | nan | -115.448109 | 5.063307 | 1616.489105 | 1.031968 |
    | 2017-03-21 00:00:00 |  6.2 |  0.9 | 10.0 | 0.0 | 0.0 |  0.72 | 1.0395  1.755  0.945   1.701 | 1.0395  1.755  0.945  0.0 |  0.554126   0.275998   0.548112  0.0 | 0.842872  1.754557  0.944963  0.0 |  0.554126   0.275998   0.548112  0.0 | 0.0  0.0  0.0  0.0 |      31.0       31.0       31.0  0.0 | 0.000032  0.000032  0.000032  0.0 |  0.72 | 0.0 |      0.0 |  0.470118 |  0.0 | 0.131229 |    1.701 | 1.253819 | 0.0 | 0.0 | 11.337868 |   -8.173794 |  0.0 |  4.942312 |  4.675675 | 8.940901 | 1.034826 |  0.093841   1.449016   1.956669  0.0 | -3.000964  -3.000964  -3.000964  0.0 | nan | -124.386888 | nan | -123.621903 |  0.85775 | 1615.527121 | 1.034826 |
    | 2017-03-22 00:00:00 |  5.9 |  0.0 | 10.0 | 0.0 | 0.0 |   0.0 |  1.386   2.34   1.26   2.268 |  1.386   2.34   1.26  0.0 |       0.0        0.0        0.0  0.0 | 0.443213  1.687283  1.251465  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      29.5       29.5       29.5  0.0 |  0.00003   0.00003   0.00003  0.0 |   0.0 | 0.0 |      0.0 |   0.00003 |  0.0 | 0.846074 |    2.268 | 1.670911 | 0.0 | 0.0 | 11.337868 |   -1.805234 |  0.0 |  9.369401 |  0.741441 |  8.94273 | 1.035038 | -0.349372  -0.238268   0.705204  0.0 | -3.000994  -3.000994  -3.000994  0.0 | nan | -125.509282 | nan | -125.427138 | 0.116339 | 1615.643821 | 1.035038 |
    | 2017-03-23 00:00:00 |  5.2 |  0.0 | 10.0 | 0.0 | 0.0 |   0.0 | 1.1088  1.872  1.008  1.8144 | 1.1088  1.872  1.008  0.0 |       0.0        0.0        0.0  0.0 | 0.139071  0.270212  0.749202  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      26.0       26.0       26.0  0.0 | 0.000027  0.000027  0.000027  0.0 |   0.0 | 0.0 |      0.0 |  0.000027 |  0.0 | 1.180383 |   1.8144 | 1.312024 | 0.0 | 0.0 | 11.337868 |   -0.168226 |  0.0 | 10.069368 |   0.10051 | 8.943697 |  1.03515 | -0.488443   -0.50848  -0.043998  0.0 | -3.001021  -3.001021  -3.001021  0.0 | nan | -125.597399 | nan | -125.595363 | 0.015856 |  1615.62869 |  1.03515 |
    | 2017-03-24 00:00:00 |  5.2 |  0.0 | 10.0 | 0.0 | 0.0 |   0.0 | 1.1088  1.872  1.008  1.8144 | 1.1088  1.872  1.008  0.0 |       0.0        0.0        0.0  0.0 | 0.087831  0.124982  0.285375  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      26.0       26.0       26.0  0.0 | 0.000027  0.000027  0.000027  0.0 |   0.0 | 0.0 |      0.0 |  0.000027 |  0.0 | 1.262951 |   1.8144 | 1.266567 | 0.0 | 0.0 | 11.337868 |    0.066943 |  0.0 | 10.168517 |  0.013711 | 8.943108 | 1.035082 | -0.576275  -0.633462  -0.329373  0.0 | -3.001047  -3.001048  -3.001048  0.0 | nan |   -125.5038 | nan |  -125.52842 | 0.002171 | 1615.762355 | 1.035082 |
    | 2017-03-25 00:00:00 |  5.9 |  0.0 | 10.0 | 0.0 | 0.0 |   0.0 | 0.8316  1.404  0.756  1.3608 | 0.8316  1.404  0.756  0.0 |       0.0        0.0        0.0  0.0 | 0.049335  0.062944  0.109497  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      29.5       29.5       29.5  0.0 |  0.00003   0.00003   0.00003  0.0 |   0.0 | 0.0 |      0.0 |   0.00003 |  0.0 | 0.968502 |   1.3608 |  0.93968 | 0.0 | 0.0 | 11.337868 |   -0.137578 |  0.0 | 10.165134 |  0.001893 |  8.94322 | 1.035095 |  -0.62561  -0.696406  -0.438869  0.0 | -3.001078  -3.001078  -3.001078  0.0 | nan | -125.708032 | nan | -125.665998 | 0.000309 | 1615.615686 | 1.035095 |
    | 2017-03-26 00:00:00 |  6.7 |  0.0 | 10.0 | 0.0 | 0.0 |   0.0 | 0.9009  1.521  0.819  1.4742 | 0.9009  1.521  0.819  0.0 |       0.0        0.0        0.0  0.0 |  0.04368  0.052865  0.081057  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      33.5       33.5       33.5  0.0 | 0.000034  0.000034  0.000034  0.0 |   0.0 | 0.0 |      0.0 |  0.000034 |  0.0 | 1.060829 |   1.4742 | 1.014305 | 0.0 | 0.0 | 11.337868 |   -0.118208 |  0.0 | 10.177185 |  0.000286 | 8.944489 | 1.035242 |  -0.66929  -0.749271  -0.519927  0.0 | -3.001112  -3.001112  -3.001112  0.0 | nan | -125.807887 | nan | -125.784206 | 0.000057 | 1615.744898 | 1.035242 |
    | 2017-03-27 00:00:00 |  7.0 |  0.0 | 10.0 | 0.0 | 0.0 |   0.0 | 1.1088  1.872  1.008  1.8144 | 1.1088  1.872  1.008  0.0 |       0.0        0.0        0.0  0.0 | 0.044311  0.051573  0.072335  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      35.0       35.0       35.0  0.0 | 0.000036  0.000036  0.000036  0.0 |   0.0 | 0.0 |      0.0 |  0.000036 |  0.0 | 1.316433 |   1.8144 | 1.245688 | 0.0 | 0.0 | 11.337868 |    0.107142 |  0.0 | 10.179891 |  0.000069 | 8.944606 | 1.035255 | -0.713601  -0.800844  -0.592261  0.0 | -3.001148  -3.001148  -3.001148  0.0 | nan | -125.649431 | nan | -125.677064 | 0.000023 | 1615.636798 | 1.035255 |
    | 2017-03-28 00:00:00 |  8.3 |  0.0 | 10.0 | 0.0 | 0.0 |   0.0 | 1.3167  2.223  1.197  2.1546 | 1.3167  2.223  1.197  0.0 |       0.0        0.0        0.0  0.0 | 0.043341  0.048906  0.064082  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      41.5       41.5       41.5  0.0 | 0.000043  0.000043  0.000043  0.0 |   0.0 | 0.0 |      0.0 |  0.000043 |  0.0 | 1.573561 |   2.1546 | 1.477116 | 0.0 | 0.0 | 11.337868 |      0.3634 |  0.0 | 10.179188 |  0.000044 | 8.942493 | 1.035011 | -0.756942   -0.84975  -0.656344  0.0 |  -3.00119  -3.001191  -3.001191  0.0 | nan |  -125.23455 | nan | -125.313664 | 0.000022 | 1615.261927 | 1.035011 |
    | 2017-03-29 00:00:00 |  9.0 |  1.5 | 10.0 | 0.0 | 0.0 |   1.2 | 0.5544  0.936  0.504  0.9072 | 0.5544  0.936  0.504  0.0 |  0.262347   0.000023   0.000145  0.0 | 0.145296  0.238753  0.204332  0.0 |  0.262347   0.000023   0.000145  0.0 | 0.0  0.0  0.0  0.0 |      45.0       45.0       45.0  0.0 | 0.000046  0.000046  0.000046  0.0 |   1.2 | 0.0 |      0.0 |  0.157475 |  0.0 | 0.505138 |   0.9072 | 0.639328 | 0.0 | 0.0 | 11.337868 |   -0.484013 |  0.0 | 10.079777 |  0.064397 | 8.942854 | 1.035053 |  0.035416   0.111474   0.339179  0.0 | -3.001236  -3.001237  -3.001237  0.0 | nan | -125.987504 | nan | -125.797677 |   0.0931 | 1616.085611 | 1.035053 |
    | 2017-03-30 00:00:00 | 12.4 |  0.3 | 10.0 | 0.0 | 0.0 |  0.24 | 1.0395  1.755  0.945   1.701 | 1.0395  1.755  0.945  0.0 |  0.076872   0.000006    0.00005  0.0 | 0.396713  0.624065  0.601741  0.0 |  0.076872   0.000006    0.00005  0.0 | 0.0  0.0  0.0  0.0 |      62.0       62.0       62.0  0.0 | 0.000064  0.000064  0.000064  0.0 |  0.24 | 0.0 |      0.0 |  0.046193 |  0.0 | 0.805481 |    1.701 | 1.220168 | 0.0 | 0.0 | 11.337868 |   -0.585909 |  0.0 | 10.069476 |  0.108761 |  8.94907 | 1.035772 | -0.198169  -0.272597  -0.022611  0.0 |   -3.0013    -3.0013    -3.0013  0.0 | nan | -126.450415 | nan | -126.383586 | 0.030532 | 1616.564328 | 1.035772 |
    | 2017-03-31 00:00:00 | 15.0 |  0.2 | 10.0 | 0.0 | 0.0 |  0.16 | 1.8711  3.159  1.701  3.0618 | 1.8711  3.159  1.701  0.0 |  0.023627   0.000001   0.000007  0.0 | 0.346868  0.403449  0.470511  0.0 |  0.023627   0.000001   0.000007  0.0 | 0.0  0.0  0.0  0.0 |      75.0       75.0       75.0  0.0 | 0.000077  0.000077  0.000077  0.0 |  0.16 | 0.0 |      0.0 |  0.014254 |  0.0 | 1.934619 |   3.0618 | 2.136253 | 0.0 | 0.0 | 11.337868 |    0.523329 |  0.0 | 10.161119 |  0.035201 | 8.948863 | 1.035748 | -0.408664  -0.516047  -0.333129  0.0 | -3.001377  -3.001377  -3.001377  0.0 | nan | -125.692545 | nan | -125.860257 | 0.009585 | 1616.049577 | 1.035748 |
    | 2017-04-01 00:00:00 | 11.8 |  4.5 | 10.0 | 0.0 | 0.0 |   3.6 | 1.2825  1.755  0.945   1.728 | 1.2825  1.755  0.945  0.0 |  1.991672   0.031407    0.41415  0.0 | 0.874816  1.427497  0.831606  0.0 |  1.991672   0.031407    0.41415  0.0 | 0.0  0.0  0.0  0.0 |      59.0       59.0       59.0  0.0 |  0.00006   0.00006   0.00006  0.0 |   3.6 | 0.0 |      0.0 |    1.2459 |  0.0 | 0.380947 |    1.728 | 1.386128 | 0.0 | 0.0 | 11.337868 |   -0.908654 |  0.0 |  9.466299 |  0.628204 | 8.953197 |  1.03625 |  0.324848   1.625049   2.021116  0.0 | -3.001437  -3.001438  -3.001438  0.0 | nan | -127.183167 | nan | -126.768911 | 0.627282 | 1618.507525 |  1.03625 |
    | 2017-04-02 00:00:00 |  9.4 |  0.0 | 10.0 | 0.0 | 0.0 |   0.0 |  1.368  1.872  1.008  1.8432 |  1.368  1.872  1.008  0.0 |       0.0        0.0        0.0  0.0 | 0.609834  1.639025  1.005964  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      47.0       47.0       47.0  0.0 | 0.000048  0.000048  0.000048  0.0 |   0.0 | 0.0 |      0.0 |  0.000048 |  0.0 | 0.583087 |   1.8432 | 1.490187 | 0.0 | 0.0 | 11.337868 |   -1.444832 |  0.0 |  9.609551 |  0.542184 | 8.966142 | 1.037748 | -0.284986  -0.013976   1.015152  0.0 | -3.001485  -3.001486  -3.001486  0.0 | nan | -128.328398 | nan | -128.213742 | 0.085146 | 1618.705416 | 1.037748 |
    | 2017-04-03 00:00:00 |  8.1 |  0.0 | 10.0 | 0.0 | 0.0 |   0.0 |   1.71   2.34   1.26   2.304 |   1.71   2.34   1.26  0.0 |       0.0        0.0        0.0  0.0 | 0.227062   0.47837  1.028928  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      40.5       40.5       40.5  0.0 | 0.000041  0.000041  0.000041  0.0 |   0.0 | 0.0 |      0.0 |  0.000041 |  0.0 | 1.609127 |    2.304 | 1.840318 | 0.0 | 0.0 | 11.337868 |     0.17953 |  0.0 | 10.131707 |  0.073578 |  8.96712 | 1.037861 | -0.512047  -0.492347  -0.013776  0.0 | -3.001527  -3.001527  -3.001527  0.0 | nan | -127.925433 | nan | -128.034212 |  0.01161 | 1618.458971 | 1.037861 |
    | 2017-04-04 00:00:00 |  7.9 |  0.0 | 10.0 | 0.0 | 0.0 |   0.0 | 1.7955  2.457  1.323  2.4192 | 1.7955  2.457  1.323  0.0 |       0.0        0.0        0.0  0.0 | 0.119565  0.161255  0.357205  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      39.5       39.5       39.5  0.0 |  0.00004   0.00004   0.00004  0.0 |   0.0 | 0.0 |      0.0 |   0.00004 |  0.0 | 1.882489 |   2.4192 | 1.861459 | 0.0 | 0.0 | 11.337868 |    0.687527 |  0.0 | 10.185564 |  0.010053 | 8.962186 |  1.03729 | -0.631613  -0.653602  -0.370981  0.0 | -3.001567  -3.001568  -3.001568  0.0 | nan | -127.195248 | nan | -127.346685 | 0.001597 | 1617.606472 |  1.03729 |
    | 2017-04-05 00:00:00 |  7.5 |  0.4 | 10.0 | 0.0 | 0.0 |  0.32 | 1.4535  1.989  1.071  1.9584 | 1.4535  1.989  1.071  0.0 |  0.014449   0.000001   0.000008  0.0 | 0.119746  0.145528  0.209738  0.0 |  0.014449   0.000001   0.000008  0.0 | 0.0  0.0  0.0  0.0 |      37.5       37.5       37.5  0.0 | 0.000038  0.000038  0.000038  0.0 |  0.32 | 0.0 |      0.0 |  0.008709 |  0.0 |  1.50362 |   1.9584 | 1.499111 | 0.0 | 0.0 | 11.337868 |    0.429727 |  0.0 | 10.175451 |  0.005855 | 8.956837 | 1.036671 | -0.445807  -0.479131  -0.260727  0.0 | -3.001606  -3.001606  -3.001606  0.0 | nan | -126.854046 | nan | -126.916958 | 0.004451 | 1617.150515 | 1.036671 |
    | 2017-04-06 00:00:00 |  7.2 |  0.0 | 10.0 | 0.0 | 0.0 |   0.0 | 1.4535  1.989  1.071  1.9584 | 1.4535  1.989  1.071  0.0 |       0.0        0.0        0.0  0.0 | 0.126239  0.143956  0.175631  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      36.0       36.0       36.0  0.0 | 0.000037  0.000037  0.000037  0.0 |   0.0 | 0.0 |      0.0 |  0.000037 |  0.0 | 1.499815 |   1.9584 | 1.495769 | 0.0 | 0.0 | 11.337868 |    0.334432 |  0.0 | 10.183794 |  0.003865 | 8.953646 | 1.036302 | -0.572046  -0.623087  -0.436358  0.0 | -3.001642  -3.001643  -3.001643  0.0 | nan | -126.508305 | nan | -126.582527 | 0.000622 | 1616.804523 | 1.036302 |
    | 2017-04-07 00:00:00 |  8.1 |  0.0 | 10.0 | 0.0 | 0.0 |   0.0 |  0.684  0.936  0.504  0.9216 |  0.684  0.936  0.504  0.0 |       0.0        0.0        0.0  0.0 | 0.042009  0.045678  0.053505  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      40.5       40.5       40.5  0.0 | 0.000041  0.000041  0.000041  0.0 |   0.0 | 0.0 |      0.0 |  0.000041 |  0.0 | 0.724749 |   0.9216 | 0.701034 | 0.0 | 0.0 | 11.337868 |   -0.277251 |  0.0 | 10.176249 |  0.000561 | 8.952971 | 1.036224 | -0.614055  -0.668765  -0.489863  0.0 | -3.001684  -3.001684  -3.001684  0.0 | nan | -126.945175 | nan | -126.859778 | 0.000103 |  1617.03446 | 1.036224 |
    | 2017-04-08 00:00:00 |  8.6 |  0.0 | 10.0 | 0.0 | 0.0 |   0.0 | 1.1115  1.521  0.819  1.4976 | 1.1115  1.521  0.819  0.0 |       0.0        0.0        0.0  0.0 | 0.055218  0.058917  0.067492  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      43.0       43.0       43.0  0.0 | 0.000044  0.000044  0.000044  0.0 |   0.0 | 0.0 |      0.0 |  0.000044 |  0.0 | 1.191518 |   1.4976 | 1.137274 | 0.0 | 0.0 | 11.337868 |   -0.051235 |  0.0 | 10.190874 |  0.000114 | 8.955018 |  1.03646 | -0.669273  -0.727682  -0.557354  0.0 | -3.001728  -3.001728  -3.001728  0.0 | nan | -126.900652 | nan | -126.911013 | 0.000033 | 1617.209067 |  1.03646 |
    | 2017-04-09 00:00:00 | 10.5 |  0.0 | 10.0 | 0.0 | 0.0 |   0.0 | 2.1375  2.925  1.575    2.88 | 2.1375  2.925  1.575  0.0 |       0.0        0.0        0.0  0.0 | 0.078863  0.082519  0.092005  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      52.5       52.5       52.5  0.0 | 0.000054  0.000054  0.000054  0.0 |   0.0 | 0.0 |      0.0 |  0.000054 |  0.0 | 2.319856 |     2.88 | 2.183362 | 0.0 | 0.0 | 11.337868 |    0.948703 |  0.0 | 10.185696 |  0.000059 | 8.951388 |  1.03604 | -0.748136  -0.810201  -0.649359  0.0 | -3.001781  -3.001782  -3.001782  0.0 | nan | -125.732969 | nan |  -125.96231 | 0.000028 | 1615.951731 |  1.03604 |

There is no violation of the water balance:

>>> round_(model.check_waterbalance(conditions))
0.0

.. _wland_wag_groundwater_connect:

groundwater connect
___________________

We set the |DGC| parameter to |True| to demonstrate the effects of the increased
responsiveness of the groundwater level to the more direct groundwater connection to
internal and external forcings explained in the documentation on method |Calc_CDG_V1|:

>>> dgc(True)

.. integration-test::

    >>> test("wland_wag_groundwater_connect",
    ...      axis1=(fluxes.pc, fluxes.fqs, fluxes.fgs, fluxes.rh),
    ...      axis2=(states.dg, states.hs))
    |                date |    t |    p |  fxg | fxs | dhs |    pc |                           pe |                       pet |                                   tf |                                ei |                                   rf |                 sf |                                   pm |                                am |    ps | pve |       pv |        pq | etve |      etv |       es |       et |  gr | fxs |       fxg |         cdg | fgse |       fgs |       fqs |       rh |        r |                                   ic |                                   sp | dve |          dv | hge |          dg |       hq |          hs |   outlet |
    -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
    | 2017-02-10 00:00:00 | -2.8 |  0.0 | 10.0 | 0.0 | 0.0 |   0.0 | 0.3942  0.702  0.378  0.6588 | 0.3942  0.702  0.378  0.0 |       0.0        0.0        0.0  0.0 |      0.0  0.000001       0.0  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |  0.000117   0.000117   0.000117  0.0 |      0.0       0.0       0.0  0.0 |   0.0 | 0.0 |      0.0 |       0.0 |  0.0 | 0.494348 | 0.000067 | 0.436017 | 0.0 | 0.0 | 11.337868 |  -33.418143 |  0.0 | -0.000088 |       0.0 |      0.0 |      0.0 |      -3.0  -3.000001       -3.0  0.0 |      -3.0       -3.0       -3.0  0.0 | nan |  129.156391 | nan | 1566.581857 |      0.0 |   -2.003957 |      0.0 |
    | 2017-02-11 00:00:00 | -1.5 |  0.4 | 10.0 | 0.0 | 0.0 |  0.32 | 0.5256  0.936  0.504  0.8784 | 0.5256  0.936  0.504  0.0 |  0.000001        0.0        0.0  0.0 | 0.000001  0.000002  0.000001  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |  0.009388   0.009388   0.009388  0.0 |      0.0       0.0       0.0  0.0 |  0.32 | 0.0 |      0.0 |       0.0 |  0.0 |  0.65976 | 0.000199 | 0.581914 | 0.0 | 0.0 | 11.337868 |  -54.613681 |  0.0 | -0.000042 |       0.0 |      0.0 |      0.0 | -2.680002  -2.680003  -2.680002  0.0 |      -3.0       -3.0       -3.0  0.0 | nan |  118.478241 | nan | 1511.968177 |      0.0 |   -1.685991 |      0.0 |
    | 2017-02-12 00:00:00 | -0.9 |  0.0 | 10.0 | 0.0 | 0.0 |   0.0 | 0.4599  0.819  0.441  0.7686 | 0.4599  0.819  0.441  0.0 |       0.0        0.0        0.0  0.0 | 0.000002  0.000004  0.000002  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |  0.069591   0.069591   0.069591  0.0 |      0.0       0.0       0.0  0.0 |   0.0 | 0.0 |      0.0 |       0.0 |  0.0 | 0.577733 | 0.000395 | 0.509571 | 0.0 | 0.0 | 11.337868 |  -65.281591 |  0.0 |  0.003739 |       0.0 |      0.0 |      0.0 | -2.680004  -2.680007  -2.680004  0.0 |      -3.0       -3.0       -3.0  0.0 | nan |  107.721844 | nan | 1446.686586 |      0.0 |   -1.521512 |      0.0 |
    | 2017-02-13 00:00:00 | -1.6 |  0.0 | 10.0 | 0.0 | 0.0 |   0.0 | 0.2628  0.468  0.252  0.4392 | 0.2628  0.468  0.252  0.0 |       0.0        0.0        0.0  0.0 | 0.000001  0.000002  0.000001  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |  0.006707   0.006707   0.006707  0.0 |      0.0       0.0       0.0  0.0 |   0.0 | 0.0 |      0.0 |       0.0 |  0.0 | 0.330341 | 0.050027 | 0.292362 | 0.0 | 0.0 | 11.337868 |  -71.681858 |  0.0 |  0.041467 |       0.0 | 0.000003 |      0.0 | -2.680005  -2.680009  -2.680005  0.0 |      -3.0       -3.0       -3.0  0.0 | nan |   96.755783 | nan | 1375.004728 |      0.0 |    0.257002 |      0.0 |
    | 2017-02-14 00:00:00 | -1.3 |  0.0 | 10.0 | 0.0 | 0.0 |   0.0 | 0.2628  0.468  0.252  0.4392 | 0.2628  0.468  0.252  0.0 |       0.0        0.0        0.0  0.0 | 0.000001  0.000002  0.000001  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |  0.018374   0.018374   0.018374  0.0 |      0.0       0.0       0.0  0.0 |   0.0 | 0.0 |      0.0 |       0.0 |  0.0 | 0.330509 | 0.431589 | 0.300142 | 0.0 | 0.0 | 11.337868 |  -75.762987 |  0.0 |  0.132389 |       0.0 | 0.000632 | 0.000073 | -2.680007  -2.680011  -2.680006  0.0 |      -3.0       -3.0       -3.0  0.0 | nan |   85.880813 | nan | 1299.241742 |      0.0 |    5.632173 | 0.000073 |
    | 2017-02-15 00:00:00 |  1.7 |  0.0 | 10.0 | 0.0 | 0.0 |   0.0 | 0.2628  0.468  0.252  0.4392 | 0.2628  0.468  0.252  0.0 |       0.0        0.0        0.0  0.0 | 0.000001  0.000002  0.000001  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |   8.50479    8.50479    8.50479  0.0 | 0.000009  0.000009  0.000009  0.0 |   0.0 | 0.0 | 0.000001 |  0.000008 |  0.0 | 0.330643 |   0.4392 | 0.300412 | 0.0 | 0.0 | 11.337868 |  -78.279808 |  0.0 |  0.276592 |  0.000005 | 0.005057 | 0.000585 | -2.680008  -2.680013  -2.680007  0.0 | -3.000008  -3.000009  -3.000009  0.0 | nan |   75.150178 | nan | 1220.961933 | 0.000003 |   17.138045 | 0.000585 |
    | 2017-02-16 00:00:00 |  4.4 |  0.2 | 10.0 | 0.0 | 0.0 |  0.16 | 0.2628  0.468  0.252  0.4392 | 0.2628  0.468  0.252  0.0 |  0.000001        0.0        0.0  0.0 | 0.000002  0.000003  0.000002  0.0 |  0.000001        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 | 22.000001  22.000001  22.000001  0.0 | 0.000023  0.000023  0.000023  0.0 |  0.16 | 0.0 | 0.000002 |  0.000022 |  0.0 | 0.330748 |   0.4392 | 0.300506 | 0.0 | 0.0 | 11.337868 |  -79.992704 |  0.0 |  0.468817 |  0.000015 | 0.018753 |  0.00217 |  -2.52001  -2.520016  -2.520009  0.0 | -3.000031  -3.000032  -3.000032  0.0 | nan |   64.611872 | nan |  1140.96923 |  0.00001 |    36.59676 |  0.00217 |
    | 2017-02-17 00:00:00 |  4.5 |  4.5 | 10.0 | 0.0 | 0.0 |   3.6 | 0.1971  0.351  0.189  0.3294 | 0.1971  0.351  0.189  0.0 |  0.715879   0.000866   0.002554  0.0 | 0.045775  0.103402  0.056202  0.0 |  0.715879   0.000866   0.002554  0.0 | 0.0  0.0  0.0  0.0 |      22.5       22.5       22.5  0.0 | 0.000023  0.000023  0.000023  0.0 |   3.6 | 0.0 | 0.022618 |   0.40971 |  0.0 | 0.183209 |   0.3294 | 0.231002 | 0.0 | 0.0 | 11.337868 |  -81.565482 |  0.0 |  0.695766 |  0.106949 |  0.05277 | 0.006108 |  0.318336   0.975716   1.021236  0.0 | -3.000054  -3.000055  -3.000055  0.0 | nan |   54.130361 | nan | 1059.403748 | 0.302771 |   73.152625 | 0.006108 |
    | 2017-02-18 00:00:00 |  3.4 |  0.0 | 10.0 | 0.0 | 0.0 |   0.0 | 0.1971  0.351  0.189  0.3294 | 0.1971  0.351  0.189  0.0 |       0.0        0.0        0.0  0.0 | 0.148007  0.341646  0.186301  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 | 17.000016  17.000016  17.000016  0.0 | 0.000018  0.000018  0.000018  0.0 |   0.0 | 0.0 | 0.000001 |  0.000017 |  0.0 | 0.035815 |   0.3294 | 0.243906 | 0.0 | 0.0 | 11.337868 |  -83.784724 |  0.0 |  0.928285 |  0.263372 | 0.134369 | 0.015552 |  0.170329   0.634071   0.834935  0.0 | -3.000072  -3.000072  -3.000072  0.0 | nan |   43.756592 | nan |  975.619025 | 0.039416 |  119.947386 | 0.015552 |
    | 2017-02-19 00:00:00 |  4.8 |  3.2 | 10.0 | 0.0 | 0.0 |  2.56 | 0.2628  0.468  0.252  0.4392 | 0.2628  0.468  0.252  0.0 |  2.024114   0.452937    0.89958  0.0 | 0.221758   0.46542  0.251473  0.0 |  2.024114   0.452937    0.89958  0.0 | 0.0  0.0  0.0  0.0 |      24.0       24.0       24.0  0.0 | 0.000025  0.000025  0.000025  0.0 |  2.56 | 0.0 | 0.033591 |    1.4101 |  0.0 |   0.0282 |   0.4392 | 0.325528 | 0.0 | 0.0 | 11.337868 |  -85.950355 |  0.0 |  1.172338 |  0.761469 | 0.264901 |  0.03066 |  0.484457   2.275713   2.243882  0.0 | -3.000097  -3.000097  -3.000097  0.0 | nan |   33.585671 | nan |  889.668669 | 0.688047 |   197.83523 |  0.03066 |
    | 2017-02-20 00:00:00 |  6.7 |  4.6 | 10.0 | 0.0 | 0.0 |  3.68 | 0.1971  0.351  0.189  0.3294 | 0.1971  0.351  0.189  0.0 |  3.340125   2.972411   3.208229  0.0 | 0.184114  0.350996  0.188997  0.0 |  3.340125   2.972411   3.208229  0.0 | 0.0  0.0  0.0  0.0 |      33.5       33.5       33.5  0.0 | 0.000035  0.000035  0.000035  0.0 |  3.68 | 0.0 | 0.040327 |  3.180361 |  0.0 | 0.008654 |   0.3294 | 0.244194 | 0.0 | 0.0 | 11.337868 |  -88.990041 |  0.0 |  1.268649 |  2.372553 | 0.603782 | 0.069882 |  0.640219   2.632306   2.526656  0.0 | -3.000131  -3.000131  -3.000131  0.0 | nan |   23.484778 | nan |  800.678628 | 1.495855 |  343.199267 | 0.069882 |
    | 2017-02-21 00:00:00 |  5.8 |  2.3 | 10.0 | 0.0 | 0.0 |  1.84 | 0.3942  0.702  0.378  0.6588 | 0.3942  0.702  0.378  0.0 |  1.642165   1.409265   1.618932  0.0 | 0.363811  0.701991  0.377995  0.0 |  1.642165   1.409265   1.618932  0.0 | 0.0  0.0  0.0  0.0 |      29.0       29.0       29.0  0.0 |  0.00003   0.00003   0.00003  0.0 |  1.84 | 0.0 | 0.008499 |  1.562352 |  0.0 | 0.020253 |   0.6588 | 0.488388 | 0.0 | 0.0 | 11.337868 |  -93.311334 |  0.0 |  1.273352 |  2.194581 | 1.120196 | 0.129652 |  0.474243   2.361049    2.36973  0.0 | -3.000161  -3.000161  -3.000161  0.0 | nan |   13.432015 | nan |  707.367294 | 0.863626 |  452.059958 | 0.129652 |
    | 2017-02-22 00:00:00 |  6.5 | 18.0 | 10.0 | 0.0 | 0.0 |  14.4 | 0.5256  0.936  0.504  0.8784 | 0.5256  0.936  0.504  0.0 | 13.589457  13.048462  13.564559  0.0 | 0.504697  0.935996  0.503997  0.0 | 13.589457  13.048462  13.564559  0.0 | 0.0  0.0  0.0  0.0 |      32.5       32.5       32.5  0.0 | 0.000033  0.000033  0.000033  0.0 |  14.4 | 0.0 | 0.015939 | 13.410358 |  0.0 | 0.013931 |   0.8784 | 0.651192 | 0.0 | 0.0 | 11.337868 |  -99.954074 |  0.0 |  0.990232 |  8.290346 | 2.067891 | 0.239339 |  0.780089   2.776592   2.701174  0.0 | -3.000194  -3.000195  -3.000195  0.0 | nan |    3.082371 | nan |   607.41322 | 5.983637 |  812.083206 | 0.239339 |
    | 2017-02-23 00:00:00 |  5.0 | 19.2 | 10.0 | 0.0 | 0.0 | 15.36 | 0.3285  0.585  0.315   0.549 | 0.3285  0.585  0.315  0.0 | 14.927277  14.656358  14.931703  0.0 | 0.322035  0.584999  0.314999  0.0 | 14.927277  14.656358  14.931703  0.0 | 0.0  0.0  0.0  0.0 |      25.0       25.0       25.0  0.0 | 0.000026  0.000026  0.000026  0.0 | 15.36 | 0.0 | 0.000199 |  14.84629 |  0.0 | 0.004309 |    0.549 | 0.406997 | 0.0 | 0.0 | 11.337868 | -115.094084 |  0.0 | -0.501877 | 13.586781 | 4.609501 | 0.533507 |  0.890776   2.895235   2.814472  0.0 |  -3.00022  -3.000221  -3.000221  0.0 | nan |   -8.753265 | nan |  492.319136 | 7.243146 | 1240.038623 | 0.533507 |
    | 2017-02-24 00:00:00 |  3.0 |  0.4 | 10.0 | 0.0 | 0.0 |  0.32 | 0.5256  0.936  0.504  0.8784 | 0.5256  0.936  0.504  0.0 |  0.294509   0.228517   0.294807  0.0 | 0.495654  0.935979  0.503995  0.0 |  0.294509   0.228517   0.294807  0.0 | 0.0  0.0  0.0  0.0 |  15.00006   15.00006   15.00006  0.0 | 0.000015  0.000015  0.000015  0.0 |  0.32 | 0.0 |      0.0 |  0.274757 |  0.0 | 0.019966 |   0.8784 | 0.651192 | 0.0 | 0.0 | 11.337868 | -137.573414 |  0.0 | -1.161886 |  6.424579 | 6.146626 | 0.711415 |  0.420613   2.050738    2.33567  0.0 | -3.000236  -3.000236  -3.000236  0.0 | nan |  -21.233053 | nan |  354.745722 | 1.093324 | 1195.714132 | 0.711415 |
    | 2017-02-25 00:00:00 |  3.1 |  8.3 | 10.0 | 0.0 | 0.0 |  6.64 | 0.3285  0.585  0.315   0.549 | 0.3285  0.585  0.315  0.0 |  6.067442   5.421504    6.05775  0.0 | 0.308293  0.584994  0.314997  0.0 |  6.067442   5.421504    6.05775  0.0 | 0.0  0.0  0.0  0.0 | 15.500043  15.500043  15.500043  0.0 | 0.000016  0.000016  0.000016  0.0 |  6.64 | 0.0 |      0.0 |  5.872707 |  0.0 | 0.013471 |    0.549 | 0.406995 | 0.0 | 0.0 | 11.337868 | -163.802725 |  0.0 |   0.42509 |  4.215291 | 5.418287 | 0.627117 |  0.684879    2.68424   2.602923  0.0 | -3.000251  -3.000252  -3.000252  0.0 | nan |  -32.132361 | nan |  190.942997 |  2.75074 | 1156.186475 | 0.627117 |
    | 2017-02-26 00:00:00 |  7.1 |  5.3 | 10.0 | 0.0 | 0.0 |  4.24 | 0.2628  0.468  0.252  0.4392 | 0.2628  0.468  0.252  0.0 |  3.990607   3.797419   3.989282  0.0 |   0.2519  0.467998  0.251998  0.0 |  3.990607   3.797419   3.989282  0.0 | 0.0  0.0  0.0  0.0 |      35.5       35.5       35.5  0.0 | 0.000037  0.000037  0.000037  0.0 |  4.24 | 0.0 |      0.0 |  3.932555 |  0.0 | 0.007266 |   0.4392 | 0.325597 | 0.0 | 0.0 | 11.337868 |  -202.58022 |  0.0 |  2.762952 |   4.61127 | 5.526218 | 0.639609 |  0.682372   2.658823   2.601642  0.0 | -3.000288  -3.000288  -3.000288  0.0 | nan |   -40.70001 | nan |  -11.637224 | 2.072024 | 1231.474824 | 0.639609 |
    | 2017-02-27 00:00:00 |  9.4 |  0.7 | 10.0 | 0.0 | 0.0 |  0.56 | 0.8541  1.521  0.819  1.4274 | 0.8541  1.521  0.819  0.0 |  0.424036    0.20692   0.404334  0.0 |   0.6955   1.52066  0.818961  0.0 |  0.424036    0.20692   0.404334  0.0 | 0.0  0.0  0.0  0.0 |      47.0       47.0       47.0  0.0 | 0.000048  0.000048  0.000048  0.0 |  0.56 | 0.0 |      0.0 |  0.356979 |  0.0 |  0.10583 |   1.4274 | 1.058176 | 0.0 | 0.0 | 11.337868 |  -27.903476 |  0.0 | 12.931578 |   2.01621 | 7.740468 | 0.895888 |  0.122836   1.491243   1.938347  0.0 | -3.000336  -3.000337  -3.000337  0.0 | nan |  -39.000471 | nan |    -39.5407 | 0.412794 | 1512.660905 | 0.895888 |
    | 2017-02-28 00:00:00 |  4.6 |  2.7 | 10.0 | 0.0 | 0.0 |  2.16 | 0.5913  1.053  0.567  0.9882 | 0.5913  1.053  0.567  0.0 |  1.504426   0.475725   1.340832  0.0 | 0.453729  1.052728  0.566963  0.0 |  1.504426   0.475725   1.340832  0.0 | 0.0  0.0  0.0  0.0 |      23.0       23.0       23.0  0.0 | 0.000024  0.000024  0.000024  0.0 |  2.16 | 0.0 |      0.0 |   1.17948 |  0.0 | 0.091791 |   0.9882 | 0.732581 | 0.0 | 0.0 | 11.337868 |   -3.322732 |  0.0 |  8.234973 |  0.990724 | 8.127572 | 0.940691 |  0.324681    2.12279   2.190552  0.0 |  -3.00036  -3.000361  -3.000361  0.0 | nan |  -42.011575 | nan |  -42.863432 | 0.601549 | 1519.161899 | 0.940691 |
    | 2017-03-01 00:00:00 |  3.7 |  1.6 | 10.0 | 0.0 | 0.0 |  1.28 | 0.4851  0.819  0.441  0.7938 | 0.4851  0.819  0.441  0.0 |  0.950322   0.496633    0.87565  0.0 | 0.383968  0.818947  0.440979  0.0 |  0.950322   0.496633    0.87565  0.0 | 0.0  0.0  0.0  0.0 | 18.500006  18.500006  18.500006  0.0 | 0.000019  0.000019  0.000019  0.0 |  1.28 | 0.0 |      0.0 |  0.806767 |  0.0 | 0.067429 |   0.7938 | 0.585108 | 0.0 | 0.0 | 11.337868 |   -2.973352 |  0.0 |   8.23758 |  0.980529 | 8.167721 | 0.945338 |   0.27039    2.08721   2.153923  0.0 | -3.000379   -3.00038   -3.00038  0.0 | nan |  -45.044434 | nan |  -45.836784 | 0.427788 | 1522.585266 | 0.945338 |
    | 2017-03-02 00:00:00 |  4.7 |  2.5 | 10.0 | 0.0 | 0.0 |   2.0 | 0.4851  0.819  0.441  0.7938 | 0.4851  0.819  0.441  0.0 |  1.532431   1.008782   1.460426  0.0 | 0.393848  0.818966  0.440983  0.0 |  1.532431   1.008782   1.460426  0.0 | 0.0  0.0  0.0  0.0 |      23.5       23.5       23.5  0.0 | 0.000024  0.000024  0.000024  0.0 |   2.0 | 0.0 |      0.0 |   1.36816 |  0.0 | 0.060838 |   0.7938 |  0.58511 | 0.0 | 0.0 | 11.337868 |   -3.208298 |  0.0 |  8.150107 |  1.134482 | 8.205726 | 0.949737 |  0.344111   2.259461   2.252514  0.0 | -3.000403  -3.000404  -3.000404  0.0 | nan |  -48.171358 | nan |  -49.045082 | 0.661466 | 1528.514489 | 0.949737 |
    | 2017-03-03 00:00:00 |  5.9 |  0.6 | 10.0 | 0.0 | 0.0 |  0.48 | 0.7623  1.287  0.693  1.2474 | 0.7623  1.287  0.693  0.0 |  0.288926   0.089011   0.242205  0.0 | 0.505828  1.286376  0.692918  0.0 |  0.288926   0.089011   0.242205  0.0 | 0.0  0.0  0.0  0.0 |      29.5       29.5       29.5  0.0 |  0.00003   0.00003   0.00003  0.0 |  0.48 | 0.0 |      0.0 |   0.22431 |  0.0 | 0.171168 |   1.2474 | 0.919446 | 0.0 | 0.0 | 11.337868 |   -2.396698 |  0.0 |  8.578863 |  0.711472 | 8.231628 | 0.952735 |  0.029358   1.364074   1.797391  0.0 | -3.000434  -3.000434  -3.000434  0.0 | nan |  -50.759195 | nan |   -51.44178 | 0.174304 | 1529.355673 | 0.952735 |
    | 2017-03-04 00:00:00 |  7.7 |  0.2 | 10.0 | 0.0 | 0.0 |  0.16 |  0.693   1.17   0.63   1.134 |  0.693   1.17   0.63  0.0 |  0.055998   0.000743   0.020534  0.0 | 0.286929  1.127289  0.629371  0.0 |  0.055998   0.000743   0.020534  0.0 | 0.0  0.0  0.0  0.0 |      38.5       38.5       38.5  0.0 |  0.00004   0.00004   0.00004  0.0 |  0.16 | 0.0 |      0.0 |  0.035915 |  0.0 | 0.284917 |    1.134 | 0.835792 | 0.0 | 0.0 | 11.337868 |   -1.752564 |  0.0 |  9.213629 |  0.171978 | 8.241951 |  0.95393 | -0.153569   0.396042   1.307485  0.0 | -3.000473  -3.000474  -3.000474  0.0 | nan |  -52.598518 | nan |  -53.194344 |  0.03824 | 1531.032084 |  0.95393 |
    | 2017-03-05 00:00:00 |  6.3 |  1.7 | 10.0 | 0.0 | 0.0 |  1.36 | 0.5544  0.936  0.504  0.9072 | 0.5544  0.936  0.504  0.0 |  0.700001   0.001289   0.262712  0.0 | 0.321449  0.881566  0.503638  0.0 |  0.700001   0.001289   0.262712  0.0 | 0.0  0.0  0.0  0.0 |      31.5       31.5       31.5  0.0 | 0.000032  0.000032  0.000032  0.0 |  1.36 | 0.0 |      0.0 |  0.446691 |  0.0 | 0.173426 |   0.9072 | 0.668654 | 0.0 | 0.0 | 11.337868 |   -2.043856 |  0.0 |  9.148363 |   0.26511 | 8.263918 | 0.956472 |  0.184981   0.873188   1.901135  0.0 | -3.000506  -3.000506  -3.000506  0.0 | nan |  -54.614597 | nan |    -55.2382 | 0.219821 | 1534.722177 | 0.956472 |
    | 2017-03-06 00:00:00 |  3.7 |  0.3 | 10.0 | 0.0 | 0.0 |  0.24 | 0.4158  0.702  0.378  0.6804 | 0.4158  0.702  0.378  0.0 |  0.131535   0.000233   0.067962  0.0 |  0.25548   0.66423  0.377897  0.0 |  0.131535   0.000233   0.067962  0.0 | 0.0  0.0  0.0  0.0 | 18.500006  18.500006  18.500006  0.0 | 0.000019  0.000019  0.000019  0.0 |  0.24 | 0.0 |      0.0 |  0.085806 |  0.0 | 0.119457 |   0.6804 | 0.501509 | 0.0 | 0.0 | 11.337868 |   -1.980787 |  0.0 |  9.180808 |  0.240019 | 8.286971 |  0.95914 |  0.037967   0.448725   1.695276  0.0 | -3.000525  -3.000525  -3.000525  0.0 | nan |    -56.6522 | nan |  -57.218987 | 0.065607 | 1536.567852 |  0.95914 |
    | 2017-03-07 00:00:00 |  1.6 |  0.0 | 10.0 | 0.0 | 0.0 |   0.0 | 0.4851  0.819  0.441  0.7938 | 0.4851  0.819  0.441  0.0 |       0.0        0.0        0.0  0.0 |  0.20303  0.529635  0.440407  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |  8.006707   8.006707   8.006707  0.0 | 0.000008  0.000008  0.000008  0.0 |   0.0 | 0.0 |      0.0 |  0.000008 |  0.0 | 0.284472 |   0.7938 | 0.585034 | 0.0 | 0.0 | 11.337868 |   -1.633267 |  0.0 |  9.413749 |  0.056588 | 8.302654 | 0.960955 | -0.165063   -0.08091   1.254869  0.0 | -3.000533  -3.000533  -3.000533  0.0 | nan |  -58.291848 | nan |  -58.852254 | 0.009027 | 1538.560478 | 0.960955 |
    | 2017-03-08 00:00:00 |  4.0 |  1.8 | 10.0 | 0.0 | 0.0 |  1.44 | 0.4851  0.819  0.441  0.7938 | 0.4851  0.819  0.441  0.0 |  0.768148   0.000468    0.30228  0.0 | 0.289731  0.647061  0.440658  0.0 |  0.768148   0.000468    0.30228  0.0 | 0.0  0.0  0.0  0.0 | 20.000002  20.000002  20.000002  0.0 | 0.000021  0.000021  0.000021  0.0 |  1.44 | 0.0 |      0.0 |  0.491278 |  0.0 |  0.18754 |   0.7938 | 0.585068 | 0.0 | 0.0 | 11.337868 |   -1.985206 |  0.0 |  9.216554 |  0.260861 |  8.32475 | 0.963513 |  0.217058    0.71156   1.951931  0.0 | -3.000553  -3.000554  -3.000554  0.0 | nan |  -60.225623 | nan |  -60.837459 | 0.239444 | 1542.201439 | 0.963513 |
    | 2017-03-09 00:00:00 |  5.6 |  8.9 | 10.0 | 0.0 | 0.0 |  7.12 | 0.3465  0.585  0.315   0.567 | 0.3465  0.585  0.315  0.0 |   6.35745   4.564744   6.158273  0.0 | 0.317346  0.584265  0.314994  0.0 |   6.35745   4.564744   6.158273  0.0 | 0.0  0.0  0.0  0.0 |      28.0       28.0       28.0  0.0 | 0.000029  0.000029  0.000029  0.0 |  7.12 | 0.0 |      0.0 |   5.79975 |  0.0 | 0.019679 |    0.567 |  0.41794 | 0.0 | 0.0 | 11.337868 |   -6.372311 |  0.0 |  6.109707 |  3.317844 | 8.413595 | 0.973796 |  0.662262   2.682552   2.598663  0.0 | -3.000582  -3.000583  -3.000583  0.0 | nan |  -65.434105 | nan |  -67.209771 | 2.721349 | 1560.087148 | 0.973796 |
    | 2017-03-10 00:00:00 |  5.8 |  0.0 | 10.0 | 0.0 | 0.0 |   0.0 | 0.5544  0.936  0.504  0.9072 | 0.5544  0.936  0.504  0.0 |       0.0        0.0        0.0  0.0 | 0.473376   0.93593  0.503987  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      29.0       29.0       29.0  0.0 |  0.00003   0.00003   0.00003  0.0 |   0.0 | 0.0 |      0.0 |   0.00003 |  0.0 | 0.054035 |   0.9072 | 0.668702 | 0.0 | 0.0 | 11.337868 |   -3.451059 |  0.0 |  6.885493 |  2.352473 | 8.460235 | 0.979194 |  0.188887   1.746622   2.094676  0.0 | -3.000612  -3.000612  -3.000612  0.0 | nan |  -69.832445 | nan |   -70.66083 | 0.368906 | 1555.089638 | 0.979194 |
    | 2017-03-11 00:00:00 |  5.7 |  0.0 | 10.0 | 0.0 | 0.0 |   0.0 |  0.693   1.17   0.63   1.134 |  0.693   1.17   0.63  0.0 |       0.0        0.0        0.0  0.0 | 0.342708  1.155495  0.629754  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      28.5       28.5       28.5  0.0 | 0.000029  0.000029  0.000029  0.0 |   0.0 | 0.0 |      0.0 |  0.000029 |  0.0 | 0.238344 |    1.134 | 0.835843 | 0.0 | 0.0 | 11.337868 |    -1.56149 |  0.0 |   9.26086 |  0.318561 | 8.445716 | 0.977513 | -0.153821   0.591127   1.464922  0.0 | -3.000641  -3.000642  -3.000642  0.0 | nan |   -71.67111 | nan |  -72.222321 | 0.050374 | 1555.683257 | 0.977513 |
    | 2017-03-12 00:00:00 |  4.6 |  0.0 | 10.0 | 0.0 | 0.0 |   0.0 | 0.8316  1.404  0.756  1.3608 | 0.8316  1.404  0.756  0.0 |       0.0        0.0        0.0  0.0 | 0.194421  0.812754  0.748076  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      23.0       23.0       23.0  0.0 | 0.000024  0.000024  0.000024  0.0 |   0.0 | 0.0 |      0.0 |  0.000024 |  0.0 | 0.621819 |   1.3608 | 1.002241 | 0.0 | 0.0 | 11.337868 |   -1.165548 |  0.0 |   9.59561 |  0.043484 | 8.454767 | 0.978561 | -0.348243  -0.221627   0.716847  0.0 | -3.000665  -3.000665  -3.000665  0.0 | nan |  -72.791549 | nan |  -73.387869 | 0.006914 | 1556.881224 | 0.978561 |
    | 2017-03-13 00:00:00 |  4.2 |  0.9 | 10.0 | 0.0 | 0.0 |  0.72 | 0.6237  1.053  0.567  1.0206 | 0.6237  1.053  0.567  0.0 |  0.198638   0.000023    0.00296  0.0 | 0.207175  0.453645  0.552687  0.0 |  0.198638   0.000023    0.00296  0.0 | 0.0  0.0  0.0  0.0 | 21.000001  21.000001  21.000001  0.0 | 0.000022  0.000022  0.000022  0.0 |  0.72 | 0.0 |      0.0 |  0.119507 |  0.0 | 0.477431 |   1.0206 |  0.75086 | 0.0 | 0.0 | 11.337868 |   -1.239914 |  0.0 |  9.572861 |  0.066096 | 8.466384 | 0.979906 | -0.034055   0.044705   0.881199  0.0 | -3.000687  -3.000687  -3.000687  0.0 | nan |  -74.079125 | nan |  -74.627783 | 0.060325 | 1558.663269 | 0.979906 |
    | 2017-03-14 00:00:00 |  7.4 |  0.1 | 10.0 | 0.0 | 0.0 |  0.08 | 0.6237  1.053  0.567  1.0206 | 0.6237  1.053  0.567  0.0 |  0.023877   0.000002   0.000192  0.0 |  0.22359  0.377394  0.535075  0.0 |  0.023877   0.000002   0.000192  0.0 | 0.0  0.0  0.0  0.0 |      37.0       37.0       37.0  0.0 | 0.000038  0.000038  0.000038  0.0 |  0.08 | 0.0 |      0.0 |  0.014384 |  0.0 | 0.491905 |   1.0206 | 0.749134 | 0.0 | 0.0 | 11.337868 |   -1.250906 |  0.0 |  9.597794 |  0.060716 | 8.479084 | 0.981375 | -0.201523  -0.252692   0.425932  0.0 | -3.000725  -3.000725  -3.000725  0.0 | nan |  -75.327296 | nan |  -75.878688 | 0.013994 | 1560.006231 | 0.981375 |
    | 2017-03-15 00:00:00 |  6.3 |  0.0 | 10.0 | 0.0 | 0.0 |   0.0 | 0.8316  1.404  0.756  1.3608 | 0.8316  1.404  0.756  0.0 |       0.0        0.0        0.0  0.0 | 0.171661  0.216738  0.491546  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      31.5       31.5       31.5  0.0 | 0.000032  0.000032  0.000032  0.0 |   0.0 | 0.0 |      0.0 |  0.000032 |  0.0 | 0.835652 |   1.3608 |  0.97709 | 0.0 | 0.0 | 11.337868 |   -0.890502 |  0.0 |  9.665213 |   0.01209 |  8.48883 | 0.982503 | -0.373184   -0.46943  -0.065614  0.0 | -3.000757  -3.000757  -3.000757  0.0 | nan |    -76.1643 | nan |   -76.76919 | 0.001937 | 1561.032237 | 0.982503 |
    | 2017-03-16 00:00:00 |  8.7 |  0.0 | 10.0 | 0.0 | 0.0 |   0.0 | 0.9702  1.638  0.882  1.5876 | 0.9702  1.638  0.882  0.0 |       0.0        0.0        0.0  0.0 | 0.116263  0.128187  0.249556  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      43.5       43.5       43.5  0.0 | 0.000045  0.000045  0.000045  0.0 |   0.0 | 0.0 |      0.0 |  0.000045 |  0.0 | 1.072484 |   1.5876 | 1.108189 | 0.0 | 0.0 | 11.337868 |   -0.621869 |  0.0 |   9.68366 |  0.001696 | 8.495977 | 0.983331 | -0.489447  -0.597617  -0.315169  0.0 | -3.000802  -3.000802  -3.000802  0.0 | nan |  -76.746024 | nan |  -77.391059 | 0.000285 | 1561.778264 | 0.983331 |
    | 2017-03-17 00:00:00 |  6.4 |  3.9 | 10.0 | 0.0 | 0.0 |  3.12 | 0.7623  1.287  0.693  1.2474 | 0.7623  1.287  0.693  0.0 |  1.818547   0.016228   0.252132  0.0 | 0.485003  0.989431  0.602537  0.0 |  1.818547   0.016228   0.252132  0.0 | 0.0  0.0  0.0  0.0 |      32.0       32.0       32.0  0.0 | 0.000033  0.000033  0.000033  0.0 |  3.12 | 0.0 |      0.0 |  1.121242 |  0.0 | 0.284034 |   1.2474 | 0.910589 | 0.0 | 0.0 | 11.337868 |   -2.021222 |  0.0 |  9.094812 |  0.551792 | 8.514363 | 0.985459 |  0.327003   1.516723   1.950162  0.0 | -3.000834  -3.000835  -3.000835  0.0 | nan |  -78.705047 | nan |   -79.41228 | 0.569736 | 1566.051747 | 0.985459 |
    | 2017-03-18 00:00:00 |  5.2 |  8.7 | 10.0 | 0.0 | 0.0 |  6.96 | 0.7623  1.287  0.693  1.2474 | 0.7623  1.287  0.693  0.0 |  6.071503   4.671142    5.75279  0.0 | 0.685963  1.286933  0.692984  0.0 |  6.071503   4.671142    5.75279  0.0 | 0.0  0.0  0.0  0.0 |      26.0       26.0       26.0  0.0 | 0.000027  0.000027  0.000027  0.0 |  6.96 | 0.0 |      0.0 |   5.61955 |  0.0 |  0.05091 |   1.2474 | 0.919468 | 0.0 | 0.0 | 11.337868 |   -6.367944 |  0.0 |  5.945725 |  3.580096 | 8.591976 | 0.994442 |  0.529537   2.518649   2.464388  0.0 | -3.000861  -3.000862  -3.000862  0.0 | nan |   -84.04628 | nan |  -85.780225 |  2.60919 | 1579.796755 | 0.994442 |
    | 2017-03-19 00:00:00 |  5.1 | 26.4 | 10.0 | 0.0 | 0.0 | 21.12 | 0.3465  0.585  0.315   0.567 | 0.3465  0.585  0.315  0.0 | 20.402768  20.094611  20.410247  0.0 | 0.337475  0.584999  0.314999  0.0 | 20.402768  20.094611  20.410247  0.0 | 0.0  0.0  0.0  0.0 |      25.5       25.5       25.5  0.0 | 0.000026  0.000026  0.000026  0.0 | 21.12 | 0.0 |      0.0 | 20.311095 |  0.0 | 0.006017 |    0.567 | 0.417942 | 0.0 | 0.0 | 11.337868 |  -19.673236 |  0.0 | -4.885984 | 13.714341 | 8.813555 | 1.020087 |  0.909294   2.959039   2.859142  0.0 | -3.000887  -3.000888  -3.000888  0.0 | nan | -100.264115 | nan |  -105.45346 | 9.205944 | 1616.202801 | 1.020087 |
    | 2017-03-20 00:00:00 |  8.7 | 11.5 | 10.0 | 0.0 | 0.0 |   9.2 | 0.4158  0.702  0.378  0.6804 | 0.4158  0.702  0.378  0.0 |  8.931921   8.697473   8.951402  0.0 | 0.406537  0.701998  0.377999  0.0 |  8.931921   8.697473   8.951402  0.0 | 0.0  0.0  0.0  0.0 |      43.5       43.5       43.5  0.0 | 0.000045  0.000045  0.000045  0.0 |   9.2 | 0.0 |      0.0 |  8.863579 |  0.0 | 0.006176 |   0.6804 |  0.50153 | 0.0 | 0.0 | 11.337868 |  -14.007082 |  0.0 |  -4.38576 | 13.006228 | 8.961297 | 1.037187 |  0.770837   2.759568   2.729742  0.0 | -3.000932  -3.000932  -3.000932  0.0 | nan | -115.981567 | nan | -119.460543 | 5.063295 | 1620.550757 | 1.037187 |
    | 2017-03-21 00:00:00 |  6.2 |  0.9 | 10.0 | 0.0 | 0.0 |  0.72 | 1.0395  1.755  0.945   1.701 | 1.0395  1.755  0.945  0.0 |  0.554105   0.276036   0.548096  0.0 | 0.842842  1.754557  0.944963  0.0 |  0.554105   0.276036   0.548096  0.0 | 0.0  0.0  0.0  0.0 |      31.0       31.0       31.0  0.0 | 0.000032  0.000032  0.000032  0.0 |  0.72 | 0.0 |      0.0 |  0.470115 |  0.0 | 0.131249 |    1.701 | 1.253819 | 0.0 | 0.0 | 11.337868 |   -3.978593 |  0.0 |  4.863292 |  4.675518 | 8.956158 | 1.036592 |   0.09389   1.448974   1.956683  0.0 | -3.000964  -3.000964  -3.000964  0.0 | nan | -122.324895 | nan | -123.439136 | 0.857892 | 1615.333451 | 1.036592 |
    | 2017-03-22 00:00:00 |  5.9 |  0.0 | 10.0 | 0.0 | 0.0 |   0.0 |  1.386   2.34   1.26   2.268 |  1.386   2.34   1.26  0.0 |       0.0        0.0        0.0  0.0 | 0.443176  1.686477  1.251445  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      29.5       29.5       29.5  0.0 |  0.00003   0.00003   0.00003  0.0 |   0.0 | 0.0 |      0.0 |   0.00003 |  0.0 | 0.846366 |    2.268 | 1.670908 | 0.0 | 0.0 | 11.337868 |   -0.692508 |  0.0 |  9.336199 |  0.741291 | 8.934944 | 1.034137 | -0.349285  -0.237503   0.705238  0.0 | -3.000994  -3.000994  -3.000994  0.0 | nan | -123.480198 | nan | -124.131644 | 0.116631 | 1614.367863 | 1.034137 |
    | 2017-03-23 00:00:00 |  5.2 |  0.0 | 10.0 | 0.0 | 0.0 |   0.0 | 1.1088  1.872  1.008  1.8144 | 1.1088  1.872  1.008  0.0 |       0.0        0.0        0.0  0.0 | 0.139108  0.270709  0.749233  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      26.0       26.0       26.0  0.0 | 0.000027  0.000027  0.000027  0.0 |   0.0 | 0.0 |      0.0 |  0.000027 |  0.0 | 1.180191 |   1.8144 | 1.312026 | 0.0 | 0.0 | 11.337868 |    -0.01971 |  0.0 | 10.051003 |  0.100765 | 8.931286 | 1.033714 | -0.488394  -0.508212  -0.043995  0.0 | -3.001021  -3.001021  -3.001021  0.0 | nan | -123.586872 | nan | -124.151354 | 0.015893 | 1614.175904 | 1.033714 |
    | 2017-03-24 00:00:00 |  5.2 |  0.0 | 10.0 | 0.0 | 0.0 |   0.0 | 1.1088  1.872  1.008  1.8144 | 1.1088  1.872  1.008  0.0 |       0.0        0.0        0.0  0.0 | 0.087846  0.125091  0.285359  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      26.0       26.0       26.0  0.0 | 0.000027  0.000027  0.000027  0.0 |   0.0 | 0.0 |      0.0 |  0.000027 |  0.0 | 1.262903 |   1.8144 | 1.266564 | 0.0 | 0.0 | 11.337868 |      0.0715 |  0.0 | 10.146766 |  0.013742 | 8.930204 | 1.033588 |  -0.57624  -0.633303  -0.329354  0.0 | -3.001047  -3.001048  -3.001048  0.0 | nan | -123.515072 | nan | -124.079854 | 0.002178 | 1613.997025 | 1.033588 |
    | 2017-03-25 00:00:00 |  5.9 |  0.0 | 10.0 | 0.0 | 0.0 |   0.0 | 0.8316  1.404  0.756  1.3608 | 0.8316  1.404  0.756  0.0 |       0.0        0.0        0.0  0.0 | 0.049342  0.062983  0.109503  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      29.5       29.5       29.5  0.0 |  0.00003   0.00003   0.00003  0.0 |   0.0 | 0.0 |      0.0 |   0.00003 |  0.0 | 0.968484 |   1.3608 |  0.93968 | 0.0 | 0.0 | 11.337868 |   -0.148565 |  0.0 | 10.158236 |  0.001898 | 8.930254 | 1.033594 | -0.625582  -0.696286  -0.438857  0.0 | -3.001078  -3.001078  -3.001078  0.0 | nan |  -123.72622 | nan | -124.228418 | 0.000309 | 1614.194763 | 1.033594 |
    | 2017-03-26 00:00:00 |  6.7 |  0.0 | 10.0 | 0.0 | 0.0 |   0.0 | 0.9009  1.521  0.819  1.4742 | 0.9009  1.521  0.819  0.0 |       0.0        0.0        0.0  0.0 | 0.043685   0.05289  0.081061  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      33.5       33.5       33.5  0.0 | 0.000034  0.000034  0.000034  0.0 |   0.0 | 0.0 |      0.0 |  0.000034 |  0.0 | 1.060817 |   1.4742 | 1.014305 | 0.0 | 0.0 | 11.337868 |   -0.129417 |  0.0 | 10.163577 |  0.000287 | 8.931683 |  1.03376 | -0.669267  -0.749176  -0.519918  0.0 | -3.001112  -3.001112  -3.001112  0.0 | nan | -123.839696 | nan | -124.357835 | 0.000057 |  1614.36421 |  1.03376 |
    | 2017-03-27 00:00:00 |  7.0 |  0.0 | 10.0 | 0.0 | 0.0 |   0.0 | 1.1088  1.872  1.008  1.8144 | 1.1088  1.872  1.008  0.0 |       0.0        0.0        0.0  0.0 | 0.044315  0.051592  0.072337  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      35.0       35.0       35.0  0.0 | 0.000036  0.000036  0.000036  0.0 |   0.0 | 0.0 |      0.0 |  0.000036 |  0.0 | 1.316422 |   1.8144 | 1.245687 | 0.0 | 0.0 | 11.337868 |    0.092822 |  0.0 | 10.165298 |   0.00007 | 8.931923 | 1.033787 | -0.713582  -0.800768  -0.592255  0.0 | -3.001148  -3.001148  -3.001148  0.0 | nan | -123.695845 | nan | -124.265014 | 0.000023 | 1614.246709 | 1.033787 |
    | 2017-03-28 00:00:00 |  8.3 |  0.0 | 10.0 | 0.0 | 0.0 |   0.0 | 1.3167  2.223  1.197  2.1546 | 1.3167  2.223  1.197  0.0 |       0.0        0.0        0.0  0.0 | 0.043344  0.048921  0.064084  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      41.5       41.5       41.5  0.0 | 0.000043  0.000043  0.000043  0.0 |   0.0 | 0.0 |      0.0 |  0.000043 |  0.0 | 1.573552 |   2.1546 | 1.477114 | 0.0 | 0.0 | 11.337868 |    0.349802 |  0.0 | 10.165309 |  0.000044 | 8.929929 | 1.033557 | -0.756926  -0.849689  -0.656339  0.0 |  -3.00119  -3.001191  -3.001191  0.0 | nan | -123.294852 | nan | -123.915212 | 0.000022 | 1613.887968 | 1.033557 |
    | 2017-03-29 00:00:00 |  9.0 |  1.5 | 10.0 | 0.0 | 0.0 |   1.2 | 0.5544  0.936  0.504  0.9072 | 0.5544  0.936  0.504  0.0 |  0.262217   0.000023   0.000145  0.0 |  0.14524   0.23867  0.204338  0.0 |  0.262217   0.000023   0.000145  0.0 | 0.0  0.0  0.0  0.0 |      45.0       45.0       45.0  0.0 | 0.000046  0.000046  0.000046  0.0 |   1.2 | 0.0 |      0.0 |  0.157398 |  0.0 | 0.505202 |   0.9072 | 0.639328 | 0.0 | 0.0 | 11.337868 |    -0.56691 |  0.0 | 10.066561 |  0.064392 | 8.930695 | 1.033645 |  0.035617   0.111618   0.339179  0.0 | -3.001236  -3.001237  -3.001237  0.0 | nan | -124.060957 | nan | -124.482121 | 0.093028 | 1614.736561 | 1.033645 |
    | 2017-03-30 00:00:00 | 12.4 |  0.3 | 10.0 | 0.0 | 0.0 |  0.24 | 1.0395  1.755  0.945   1.701 | 1.0395  1.755  0.945  0.0 |  0.076904   0.000006    0.00005  0.0 | 0.396866  0.624285  0.601771  0.0 |  0.076904   0.000006    0.00005  0.0 | 0.0  0.0  0.0  0.0 |      62.0       62.0       62.0  0.0 | 0.000064  0.000064  0.000064  0.0 |  0.24 | 0.0 |      0.0 |  0.046213 |  0.0 | 0.805305 |    1.701 |  1.22017 | 0.0 | 0.0 | 11.337868 |   -0.560545 |  0.0 | 10.055534 |  0.108722 | 8.937276 | 1.034407 | -0.198153  -0.272672  -0.022643  0.0 |   -3.0013    -3.0013    -3.0013  0.0 | nan | -124.537986 | nan | -125.042666 | 0.030518 | 1615.188167 | 1.034407 |
    | 2017-03-31 00:00:00 | 15.0 |  0.2 | 10.0 | 0.0 | 0.0 |  0.16 | 1.8711  3.159  1.701  3.0618 | 1.8711  3.159  1.701  0.0 |  0.023629   0.000001   0.000007  0.0 | 0.346889  0.403403  0.470504  0.0 |  0.023629   0.000001   0.000007  0.0 | 0.0  0.0  0.0  0.0 |      75.0       75.0       75.0  0.0 | 0.000077  0.000077  0.000077  0.0 |  0.16 | 0.0 |      0.0 |  0.014255 |  0.0 | 1.934619 |   3.0618 |  2.13625 | 0.0 | 0.0 | 11.337868 |    0.535348 |  0.0 | 10.144278 |  0.035191 | 8.936823 | 1.034354 |  -0.40867  -0.516076  -0.333153  0.0 | -3.001377  -3.001377  -3.001377  0.0 | nan | -123.796957 | nan | -124.507319 | 0.009582 | 1614.532259 | 1.034354 |
    | 2017-04-01 00:00:00 | 11.8 |  4.5 | 10.0 | 0.0 | 0.0 |   3.6 | 1.2825  1.755  0.945   1.728 | 1.2825  1.755  0.945  0.0 |  1.991644   0.031543   0.414711  0.0 | 0.874855  1.427682  0.831587  0.0 |  1.991644   0.031543   0.414711  0.0 | 0.0  0.0  0.0  0.0 |      59.0       59.0       59.0  0.0 |  0.00006   0.00006   0.00006  0.0 |   3.6 | 0.0 |      0.0 |  1.245981 |  0.0 | 0.380859 |    1.728 | 1.386126 | 0.0 | 0.0 | 11.337868 |   -1.411686 |  0.0 |  9.465654 |  0.628138 | 8.943025 | 1.035072 |  0.324831   1.624699   2.020548  0.0 | -3.001437  -3.001438  -3.001438  0.0 | nan | -125.288313 | nan | -125.919005 | 0.627425 | 1617.467126 | 1.035072 |
    | 2017-04-02 00:00:00 |  9.4 |  0.0 | 10.0 | 0.0 | 0.0 |   0.0 |  1.368  1.872  1.008  1.8432 |  1.368  1.872  1.008  0.0 |       0.0        0.0        0.0  0.0 | 0.609789  1.638202  1.005954  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      47.0       47.0       47.0  0.0 | 0.000048  0.000048  0.000048  0.0 |   0.0 | 0.0 |      0.0 |  0.000048 |  0.0 | 0.583391 |   1.8432 | 1.490186 | 0.0 | 0.0 | 11.337868 |   -1.078502 |  0.0 |   9.59244 |  0.542222 | 8.957203 | 1.036713 | -0.284959  -0.013502   1.014594  0.0 | -3.001485  -3.001486  -3.001486  0.0 | nan | -126.450351 | nan | -126.997507 | 0.085251 | 1617.359219 | 1.036713 |
    | 2017-04-03 00:00:00 |  8.1 |  0.0 | 10.0 | 0.0 | 0.0 |   0.0 |   1.71   2.34   1.26   2.304 |   1.71   2.34   1.26  0.0 |       0.0        0.0        0.0  0.0 | 0.227082  0.478769  1.028736  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      40.5       40.5       40.5  0.0 | 0.000041  0.000041  0.000041  0.0 |   0.0 | 0.0 |      0.0 |  0.000041 |  0.0 | 1.608979 |    2.304 | 1.840298 | 0.0 | 0.0 | 11.337868 |    0.282369 |  0.0 | 10.114318 |  0.073677 | 8.955691 | 1.036538 |  -0.51204  -0.492272  -0.014142  0.0 | -3.001527  -3.001527  -3.001527  0.0 | nan | -126.064922 | nan | -126.715138 | 0.011616 | 1616.922275 | 1.036538 |
    | 2017-04-04 00:00:00 |  7.9 |  0.0 | 10.0 | 0.0 | 0.0 |   0.0 | 1.7955  2.457  1.323  2.4192 | 1.7955  2.457  1.323  0.0 |       0.0        0.0        0.0  0.0 | 0.119566  0.161288  0.356909  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      39.5       39.5       39.5  0.0 |  0.00004   0.00004   0.00004  0.0 |   0.0 | 0.0 |      0.0 |   0.00004 |  0.0 | 1.882475 |   2.4192 | 1.861428 | 0.0 | 0.0 | 11.337868 |    0.683045 |  0.0 | 10.172869 |  0.010058 | 8.950404 | 1.035926 | -0.631607   -0.65356  -0.371051  0.0 | -3.001567  -3.001568  -3.001568  0.0 | nan | -125.347447 | nan | -126.032093 | 0.001599 | 1616.099229 | 1.035926 |
    | 2017-04-05 00:00:00 |  7.5 |  0.4 | 10.0 | 0.0 | 0.0 |  0.32 | 1.4535  1.989  1.071  1.9584 | 1.4535  1.989  1.071  0.0 |  0.014451   0.000001   0.000008  0.0 | 0.119762  0.145564  0.209711  0.0 |  0.014451   0.000001   0.000008  0.0 | 0.0  0.0  0.0  0.0 |      37.5       37.5       37.5  0.0 | 0.000038  0.000038  0.000038  0.0 |  0.32 | 0.0 |      0.0 |   0.00871 |  0.0 | 1.503596 |   1.9584 | 1.499107 | 0.0 | 0.0 | 11.337868 |    0.410658 |  0.0 | 10.163191 |  0.005856 | 8.945177 | 1.035321 | -0.445819  -0.479125   -0.26077  0.0 | -3.001606  -3.001606  -3.001606  0.0 | nan | -125.018527 | nan | -125.621435 | 0.004452 | 1615.685701 | 1.035321 |
    | 2017-04-06 00:00:00 |  7.2 |  0.0 | 10.0 | 0.0 | 0.0 |   0.0 | 1.4535  1.989  1.071  1.9584 | 1.4535  1.989  1.071  0.0 |       0.0        0.0        0.0  0.0 | 0.126238  0.143965   0.17562  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      36.0       36.0       36.0  0.0 | 0.000037  0.000037  0.000037  0.0 |   0.0 | 0.0 |      0.0 |  0.000037 |  0.0 | 1.499811 |   1.9584 | 1.495766 | 0.0 | 0.0 | 11.337868 |    0.328204 |  0.0 | 10.171184 |  0.003868 | 8.942091 | 1.034964 | -0.572058  -0.623089   -0.43639  0.0 | -3.001642  -3.001643  -3.001643  0.0 | nan |   -124.6854 | nan | -125.293231 | 0.000621 | 1615.361501 | 1.034964 |
    | 2017-04-07 00:00:00 |  8.1 |  0.0 | 10.0 | 0.0 | 0.0 |   0.0 |  0.684  0.936  0.504  0.9216 |  0.684  0.936  0.504  0.0 |       0.0        0.0        0.0  0.0 | 0.042007  0.045678  0.053498  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      40.5       40.5       40.5  0.0 | 0.000041  0.000041  0.000041  0.0 |   0.0 | 0.0 |      0.0 |  0.000041 |  0.0 | 0.724749 |   0.9216 | 0.701033 | 0.0 | 0.0 | 11.337868 |   -0.288776 |  0.0 | 10.166057 |   0.00056 | 8.941523 | 1.034898 | -0.614064  -0.668768  -0.489888  0.0 | -3.001684  -3.001684  -3.001684  0.0 | nan | -125.132462 | nan | -125.582007 | 0.000102 | 1615.714335 | 1.034898 |
    | 2017-04-08 00:00:00 |  8.6 |  0.0 | 10.0 | 0.0 | 0.0 |   0.0 | 1.1115  1.521  0.819  1.4976 | 1.1115  1.521  0.819  0.0 |       0.0        0.0        0.0  0.0 | 0.055216  0.058916  0.067486  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      43.0       43.0       43.0  0.0 | 0.000044  0.000044  0.000044  0.0 |   0.0 | 0.0 |      0.0 |  0.000044 |  0.0 | 1.191518 |   1.4976 | 1.137273 | 0.0 | 0.0 | 11.337868 |   -0.061862 |  0.0 | 10.175398 |  0.000113 | 8.943689 | 1.035149 |  -0.66928  -0.727684  -0.557374  0.0 | -3.001728  -3.001728  -3.001728  0.0 | nan | -125.103414 | nan | -125.643868 | 0.000033 | 1615.772883 | 1.035149 |
    | 2017-04-09 00:00:00 | 10.5 |  0.0 | 10.0 | 0.0 | 0.0 |   0.0 | 2.1375  2.925  1.575    2.88 | 2.1375  2.925  1.575  0.0 |       0.0        0.0        0.0  0.0 | 0.078862  0.082519  0.091999  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      52.5       52.5       52.5  0.0 | 0.000054  0.000054  0.000054  0.0 |   0.0 | 0.0 |      0.0 |  0.000054 |  0.0 | 2.319855 |     2.88 | 2.183359 | 0.0 | 0.0 | 11.337868 |    0.932779 |  0.0 | 10.177919 |  0.000059 | 8.940089 | 1.034733 | -0.748142  -0.810203  -0.649373  0.0 | -3.001781  -3.001782  -3.001782  0.0 | nan |  -123.94351 | nan | -124.711089 | 0.000028 | 1614.737543 | 1.034733 |

There is no violation of the water balance:

>>> round_(model.check_waterbalance(conditions))
0.0

>>> dgc(False)

.. _wland_wag_surface_water_supply:

surface water supply
____________________

We now repeat the :ref:`wland_wag_seepage` example but use the input sequence
|wland_inputs.FXS| instead of |wland_inputs.FXG| to feed the water into the
surface water reservoir instead of the vadose zone reservoir:

>>> inputs.fxg.series =  0.0
>>> inputs.fxs.series = 10.0

Overall, the following results look similar to the ones of the :ref:`wland_wag_seepage`
example.  However, it takes longer until the groundwater and surface water levels
approach their final values because of the faster surface runoff response.  The
steady-state surface water level is higher than the groundwater level, but to a much
lesser extent, as the vadose zone can absorb only as much water as it can release via
evapotranspiration:

.. integration-test::

    >>> test("wland_wag_surface_water_supply",
    ...      axis1=(fluxes.pc, fluxes.fqs, fluxes.fgs, fluxes.rh),
    ...      axis2=(states.dg, states.hs))
    |                date |    t |    p | fxg |  fxs | dhs |    pc |                           pe |                       pet |                                   tf |                                ei |                                   rf |                 sf |                                   pm |                                am |    ps | pve |       pv |        pq | etve |      etv |       es |       et |  gr |   fxs | fxg |        cdg | fgse |        fgs |       fqs |       rh |        r |                                   ic |                                   sp | dve |         dv | hge |          dg |       hq |          hs |   outlet |
    --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
    | 2017-02-10 00:00:00 | -2.8 |  0.0 | 0.0 | 10.0 | 0.0 |   0.0 | 0.3942  0.702  0.378  0.6588 | 0.3942  0.702  0.378  0.0 |       0.0        0.0        0.0  0.0 |      0.0  0.000001       0.0  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |  0.000117   0.000117   0.000117  0.0 |      0.0       0.0       0.0  0.0 |   0.0 | 0.0 |      0.0 |       0.0 |  0.0 | 0.494068 | 0.653311 | 0.448834 | 0.0 | 500.0 | 0.0 |   7.114521 |  0.0 |  -0.481315 |       0.0 | 0.553093 | 0.064015 |      -3.0  -3.000001       -3.0  0.0 |      -3.0       -3.0       -3.0  0.0 | nan | 140.012753 | nan | 1607.114521 |      0.0 |  448.466026 | 0.064015 |
    | 2017-02-11 00:00:00 | -1.5 |  0.4 | 0.0 | 10.0 | 0.0 |  0.32 | 0.5256  0.936  0.504  0.8784 | 0.5256  0.936  0.504  0.0 |  0.000001        0.0        0.0  0.0 | 0.000001  0.000002  0.000001  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |  0.009388   0.009388   0.009388  0.0 |      0.0       0.0       0.0  0.0 |  0.32 | 0.0 |      0.0 |       0.0 |  0.0 | 0.658808 |   0.8784 | 0.598638 | 0.0 | 500.0 | 0.0 |   0.522878 |  0.0 |  -2.228225 |       0.0 | 2.091135 | 0.242029 | -2.680002  -2.680003  -2.680002  0.0 |      -3.0       -3.0       -3.0  0.0 | nan | 138.443336 | nan | 1607.637399 |      0.0 |  745.086188 | 0.242029 |
    | 2017-02-12 00:00:00 | -0.9 |  0.0 | 0.0 | 10.0 | 0.0 |   0.0 | 0.4599  0.819  0.441  0.7686 | 0.4599  0.819  0.441  0.0 |       0.0        0.0        0.0  0.0 | 0.000002  0.000004  0.000002  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |  0.069591   0.069591   0.069591  0.0 |      0.0       0.0       0.0  0.0 |   0.0 | 0.0 |      0.0 |       0.0 |  0.0 | 0.576608 |   0.7686 | 0.523943 | 0.0 | 500.0 | 0.0 |  -9.030978 |  0.0 |  -3.922413 |       0.0 | 3.321175 | 0.384395 | -2.680004  -2.680007  -2.680004  0.0 |      -3.0       -3.0       -3.0  0.0 | nan | 135.097531 | nan | 1598.606422 |      0.0 |  905.280467 | 0.384395 |
    | 2017-02-13 00:00:00 | -1.6 |  0.0 | 0.0 | 10.0 | 0.0 |   0.0 | 0.2628  0.468  0.252  0.4392 | 0.2628  0.468  0.252  0.0 |       0.0        0.0        0.0  0.0 | 0.000001  0.000002  0.000001  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |  0.006707   0.006707   0.006707  0.0 |      0.0       0.0       0.0  0.0 |   0.0 | 0.0 |      0.0 |       0.0 |  0.0 | 0.329622 |   0.4392 | 0.299512 | 0.0 | 500.0 | 0.0 | -18.975316 |  0.0 |  -4.941127 |       0.0 |  4.03281 |  0.46676 | -2.680005  -2.680009  -2.680005  0.0 |      -3.0       -3.0       -3.0  0.0 | nan | 130.486026 | nan | 1579.631105 |      0.0 |  985.297068 |  0.46676 |
    | 2017-02-14 00:00:00 | -1.3 |  0.0 | 0.0 | 10.0 | 0.0 |   0.0 | 0.2628  0.468  0.252  0.4392 | 0.2628  0.468  0.252  0.0 |       0.0        0.0        0.0  0.0 | 0.000001  0.000002  0.000001  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |  0.018374   0.018374   0.018374  0.0 |      0.0       0.0       0.0  0.0 |   0.0 | 0.0 |      0.0 |       0.0 |  0.0 | 0.329768 |   0.4392 | 0.299641 | 0.0 | 500.0 | 0.0 | -26.695332 |  0.0 |  -5.414145 |       0.0 |   4.4053 | 0.509873 | -2.680007  -2.680011  -2.680006  0.0 |      -3.0       -3.0       -3.0  0.0 | nan | 125.401649 | nan | 1552.935774 |      0.0 | 1025.829074 | 0.509873 |
    | 2017-02-15 00:00:00 |  1.7 |  0.0 | 0.0 | 10.0 | 0.0 |   0.0 | 0.2628  0.468  0.252  0.4392 | 0.2628  0.468  0.252  0.0 |       0.0        0.0        0.0  0.0 | 0.000001  0.000002  0.000001  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |   8.50479    8.50479    8.50479  0.0 | 0.000009  0.000009  0.000009  0.0 |   0.0 | 0.0 | 0.000002 |  0.000007 |  0.0 | 0.329908 |   0.4392 | 0.299764 | 0.0 | 500.0 | 0.0 | -31.568646 |  0.0 |  -5.583831 |  0.000004 | 4.606714 | 0.533184 | -2.680008  -2.680013  -2.680007  0.0 | -3.000008  -3.000009  -3.000009  0.0 | nan | 120.147724 | nan | 1521.367128 | 0.000003 | 1048.807434 | 0.533184 |
    | 2017-02-16 00:00:00 |  4.4 |  0.2 | 0.0 | 10.0 | 0.0 |  0.16 | 0.2628  0.468  0.252  0.4392 | 0.2628  0.468  0.252  0.0 |  0.000001        0.0        0.0  0.0 | 0.000002  0.000003  0.000002  0.0 |  0.000001        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 | 22.000001  22.000001  22.000001  0.0 | 0.000023  0.000023  0.000023  0.0 |  0.16 | 0.0 | 0.000005 |  0.000019 |  0.0 | 0.330036 |   0.4392 | 0.299878 | 0.0 | 500.0 | 0.0 | -34.373012 |  0.0 |  -5.609495 |  0.000013 | 4.732505 | 0.547744 |  -2.52001  -2.520016  -2.520009  0.0 | -3.000031  -3.000032  -3.000032  0.0 | nan | 114.868261 | nan | 1486.994116 | 0.000009 | 1064.524924 | 0.547744 |
    | 2017-02-17 00:00:00 |  4.5 |  4.5 | 0.0 | 10.0 | 0.0 |   3.6 | 0.1971  0.351  0.189  0.3294 | 0.1971  0.351  0.189  0.0 |  0.715879   0.000866   0.002554  0.0 | 0.045775  0.103402  0.056202  0.0 |  0.715879   0.000866   0.002554  0.0 | 0.0  0.0  0.0  0.0 |      22.5       22.5       22.5  0.0 | 0.000023  0.000023  0.000023  0.0 |   3.6 | 0.0 | 0.084166 |  0.354317 |  0.0 |  0.18283 |   0.3294 | 0.230668 | 0.0 | 500.0 | 0.0 | -36.174414 |  0.0 |  -5.590105 |  0.092471 | 4.839837 | 0.560166 |  0.318336   0.975716   1.021236  0.0 | -3.000054  -3.000055  -3.000055  0.0 | nan |  109.37682 | nan | 1450.819702 | 0.261855 | 1083.811092 | 0.560166 |
    | 2017-02-18 00:00:00 |  3.4 |  0.0 | 0.0 | 10.0 | 0.0 |   0.0 | 0.1971  0.351  0.189  0.3294 | 0.1971  0.351  0.189  0.0 |       0.0        0.0        0.0  0.0 | 0.148007  0.341646  0.186301  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 | 17.000016  17.000016  17.000016  0.0 | 0.000018  0.000018  0.000018  0.0 |   0.0 | 0.0 | 0.000003 |  0.000015 |  0.0 | 0.035746 |   0.3294 | 0.243846 | 0.0 | 500.0 | 0.0 | -38.144539 |  0.0 |  -5.602381 |  0.226118 | 4.977123 | 0.576056 |  0.170329   0.634071   0.834935  0.0 | -3.000072  -3.000072  -3.000072  0.0 | nan | 103.810183 | nan | 1412.675163 | 0.035752 | 1098.640338 | 0.576056 |
    | 2017-02-19 00:00:00 |  4.8 |  3.2 | 0.0 | 10.0 | 0.0 |  2.56 | 0.2628  0.468  0.252  0.4392 | 0.2628  0.468  0.252  0.0 |  2.024114   0.452937    0.89958  0.0 | 0.221758   0.46542  0.251473  0.0 |  2.024114   0.452937    0.89958  0.0 | 0.0  0.0  0.0  0.0 |      24.0       24.0       24.0  0.0 | 0.000025  0.000025  0.000025  0.0 |  2.56 | 0.0 | 0.222478 |  1.240102 |  0.0 | 0.028149 |   0.4392 | 0.325483 | 0.0 | 500.0 | 0.0 | -39.588311 |  0.0 |  -5.588807 |  0.668577 | 5.107098 | 0.591099 |  0.484457   2.275713   2.243882  0.0 | -3.000097  -3.000097  -3.000097  0.0 | nan |  98.027048 | nan | 1373.086853 | 0.607277 | 1131.700154 | 0.591099 |
    | 2017-02-20 00:00:00 |  6.7 |  4.6 | 0.0 | 10.0 | 0.0 |  3.68 | 0.1971  0.351  0.189  0.3294 | 0.1971  0.351  0.189  0.0 |  3.340086   2.972158   3.208157  0.0 | 0.184112  0.350996  0.188997  0.0 |  3.340086   2.972158   3.208157  0.0 | 0.0  0.0  0.0  0.0 |      33.5       33.5       33.5  0.0 | 0.000035  0.000035  0.000035  0.0 |  3.68 | 0.0 | 0.426059 |  2.833096 |  0.0 |  0.00864 |   0.3294 | 0.244181 | 0.0 | 500.0 | 0.0 | -42.089863 |  0.0 |  -5.932615 |  2.105862 | 5.480151 | 0.634277 |  0.640259   2.632559   2.526728  0.0 | -3.000131  -3.000131  -3.000131  0.0 | nan |  91.677014 | nan | 1330.996989 | 1.334511 | 1202.602132 | 0.634277 |
    | 2017-02-21 00:00:00 |  5.8 |  2.3 | 0.0 | 10.0 | 0.0 |  1.84 | 0.3942  0.702  0.378  0.6588 | 0.3942  0.702  0.378  0.0 |  1.642164    1.40881   1.618957  0.0 | 0.363811  0.701991  0.377995  0.0 |  1.642164    1.40881   1.618957  0.0 | 0.0  0.0  0.0  0.0 |      29.0       29.0       29.0  0.0 |  0.00003   0.00003   0.00003  0.0 |  1.84 | 0.0 | 0.181621 |  1.406408 |  0.0 | 0.020223 |   0.6588 | 0.488362 | 0.0 | 500.0 | 0.0 |  -45.03812 |  0.0 |  -6.284795 |  1.962815 | 5.874608 | 0.679931 |  0.474284   2.361758   2.369776  0.0 | -3.000161  -3.000161  -3.000161  0.0 | nan |  85.230822 | nan | 1285.958869 | 0.778105 | 1229.071413 | 0.679931 |
    | 2017-02-22 00:00:00 |  6.5 | 18.0 | 0.0 | 10.0 | 0.0 |  14.4 | 0.5256  0.936  0.504  0.8784 | 0.5256  0.936  0.504  0.0 | 13.589497  13.049168  13.564604  0.0 | 0.504698  0.935996  0.503997  0.0 | 13.589497  13.049168  13.564604  0.0 | 0.0  0.0  0.0  0.0 |      32.5       32.5       32.5  0.0 | 0.000033  0.000033  0.000033  0.0 |  14.4 | 0.0 | 1.316264 | 12.240305 |  0.0 | 0.013912 |   0.8784 | 0.651175 | 0.0 | 500.0 | 0.0 | -50.304855 |  0.0 |  -7.227309 |  7.544027 | 6.653846 | 0.770121 |   0.78009   2.776594   2.701175  0.0 | -3.000194  -3.000195  -3.000195  0.0 | nan |   76.70116 | nan | 1235.654014 | 5.474382 | 1460.833698 | 0.770121 |
    | 2017-02-23 00:00:00 |  5.0 | 19.2 | 0.0 | 10.0 | 0.0 | 15.36 | 0.3285  0.585  0.315   0.549 | 0.3285  0.585  0.315  0.0 | 14.927276  14.656364  14.931702  0.0 | 0.322035  0.584999  0.314999  0.0 | 14.927276  14.656364  14.931702  0.0 | 0.0  0.0  0.0  0.0 |      25.0       25.0       25.0  0.0 | 0.000026  0.000026  0.000026  0.0 | 15.36 | 0.0 | 1.064147 | 13.888738 |  0.0 | 0.004304 |    0.549 | 0.406993 | 0.0 | 500.0 | 0.0 | -73.332263 |  0.0 | -15.679683 | 12.572163 | 7.984056 | 0.924081 |  0.890778   2.895232   2.814474  0.0 |  -3.00022  -3.000221  -3.000221  0.0 | nan |  59.961634 | nan | 1162.321751 | 6.790957 | 1501.003868 | 0.924081 |
    | 2017-02-24 00:00:00 |  3.0 |  0.4 | 0.0 | 10.0 | 0.0 |  0.32 | 0.5256  0.936  0.504  0.8784 | 0.5256  0.936  0.504  0.0 |  0.294509   0.228516   0.294806  0.0 | 0.495654  0.935979  0.503995  0.0 |  0.294509   0.228516   0.294806  0.0 | 0.0  0.0  0.0  0.0 |  15.00006   15.00006   15.00006  0.0 | 0.000015  0.000015  0.000015  0.0 |  0.32 | 0.0 | 0.012342 |  0.263648 |  0.0 | 0.019951 |   0.8784 | 0.651179 | 0.0 | 500.0 | 0.0 | -92.044879 |  0.0 |  -9.990582 |  6.027251 | 7.932092 | 0.918066 |  0.420615   2.050737   2.335672  0.0 | -3.000236  -3.000236  -3.000236  0.0 | nan |  49.978662 | nan | 1070.276872 | 1.027354 | 1458.591541 | 0.918066 |
    | 2017-02-25 00:00:00 |  3.1 |  8.3 | 0.0 | 10.0 | 0.0 |  6.64 | 0.3285  0.585  0.315   0.549 | 0.3285  0.585  0.315  0.0 |  6.067443   5.421503   6.057752  0.0 | 0.308293  0.584994  0.314997  0.0 |  6.067443   5.421503   6.057752  0.0 | 0.0  0.0  0.0  0.0 | 15.500043  15.500043  15.500043  0.0 | 0.000016  0.000016  0.000016  0.0 |  6.64 | 0.0 | 0.190796 |  5.700991 |  0.0 | 0.013462 |    0.549 | 0.406987 | 0.0 | 500.0 | 0.0 | -79.835942 |  0.0 |  -7.103231 |  4.059211 | 7.605013 |  0.88021 |  0.684879    2.68424   2.602923  0.0 | -3.000251  -3.000252  -3.000252  0.0 | nan |  42.698097 | nan |   990.44093 | 2.669134 | 1470.080712 |  0.88021 |
    | 2017-02-26 00:00:00 |  7.1 |  5.3 | 0.0 | 10.0 | 0.0 |  4.24 | 0.2628  0.468  0.252  0.4392 | 0.2628  0.468  0.252  0.0 |  3.990608   3.797456   3.989283  0.0 |   0.2519  0.467998  0.251998  0.0 |  3.990608   3.797456   3.989283  0.0 | 0.0  0.0  0.0  0.0 |      35.5       35.5       35.5  0.0 | 0.000037  0.000037  0.000037  0.0 |  4.24 | 0.0 | 0.092274 |  3.849519 |  0.0 | 0.007262 |   0.4392 | 0.325594 | 0.0 | 500.0 | 0.0 | -72.022416 |  0.0 |  -6.977749 |  4.492598 | 7.884423 | 0.912549 |  0.682371   2.658787   2.601642  0.0 | -3.000288  -3.000288  -3.000288  0.0 | nan |  35.635335 | nan |  918.418514 | 2.026055 | 1492.078931 | 0.912549 |
    | 2017-02-27 00:00:00 |  9.4 |  0.7 | 0.0 | 10.0 | 0.0 |  0.56 | 0.8541  1.521  0.819  1.4274 | 0.8541  1.521  0.819  0.0 |  0.424018   0.206907   0.404334  0.0 | 0.695475   1.52066  0.818961  0.0 |  0.424018   0.206907   0.404334  0.0 | 0.0  0.0  0.0  0.0 |      47.0       47.0       47.0  0.0 | 0.000048  0.000048  0.000048  0.0 |  0.56 | 0.0 | 0.005866 |  0.351685 |  0.0 | 0.105797 |   1.4274 | 1.058132 | 0.0 | 500.0 | 0.0 | -67.002556 |  0.0 |  -6.227051 |  1.972957 | 7.722729 | 0.893834 |  0.122879    1.49122   1.938346  0.0 | -3.000336  -3.000337  -3.000337  0.0 | nan |  29.508215 | nan |  851.415958 | 0.404784 | 1427.137035 | 0.893834 |
    | 2017-02-28 00:00:00 |  4.6 |  2.7 | 0.0 | 10.0 | 0.0 |  2.16 | 0.5913  1.053  0.567  0.9882 | 0.5913  1.053  0.567  0.0 |  1.503589   0.475657   1.340309  0.0 | 0.453544  1.052728  0.566963  0.0 |  1.503589   0.475657   1.340309  0.0 | 0.0  0.0  0.0  0.0 |      23.0       23.0       23.0  0.0 | 0.000024  0.000024  0.000024  0.0 |  2.16 | 0.0 | 0.012797 |  1.167388 |  0.0 | 0.091875 |   0.9882 | 0.732546 | 0.0 | 500.0 | 0.0 |  -60.72101 |  0.0 |  -5.076745 |  0.977898 | 7.236647 | 0.837575 |  0.325746   2.122835   2.191075  0.0 |  -3.00036  -3.000361  -3.000361  0.0 | nan |  24.510549 | nan |  790.694948 | 0.594274 | 1390.509013 | 0.837575 |
    | 2017-03-01 00:00:00 |  3.7 |  1.6 | 0.0 | 10.0 | 0.0 |  1.28 | 0.4851  0.819  0.441  0.7938 | 0.4851  0.819  0.441  0.0 |  0.951207   0.496844   0.876191  0.0 | 0.384258  0.818947  0.440979  0.0 |  0.951207   0.496844   0.876191  0.0 | 0.0  0.0  0.0  0.0 | 18.500006  18.500006  18.500006  0.0 | 0.000019  0.000019  0.000019  0.0 |  1.28 | 0.0 | 0.006124 |  0.801904 |  0.0 |  0.06721 |   0.7938 | 0.585086 | 0.0 | 500.0 | 0.0 | -55.119984 |  0.0 |  -4.504871 |  0.972873 | 7.112341 | 0.823188 |  0.270281   2.087044   2.153904  0.0 | -3.000379   -3.00038   -3.00038  0.0 | nan |  20.066763 | nan |  735.574964 | 0.423305 |  1384.38411 | 0.823188 |
    | 2017-03-02 00:00:00 |  4.7 |  2.5 | 0.0 | 10.0 | 0.0 |   2.0 | 0.4851  0.819  0.441  0.7938 | 0.4851  0.819  0.441  0.0 |   1.53217   1.007013   1.460235  0.0 | 0.393795  0.818966  0.440983  0.0 |   1.53217   1.007013   1.460235  0.0 | 0.0  0.0  0.0  0.0 |      23.5       23.5       23.5  0.0 | 0.000024  0.000024  0.000024  0.0 |   2.0 | 0.0 | 0.006757 |  1.361372 |  0.0 | 0.060852 |   0.7938 | 0.585091 | 0.0 | 500.0 | 0.0 | -51.065517 |  0.0 |  -4.169251 |   1.12829 | 7.137175 | 0.826062 |  0.344316   2.261064   2.252686  0.0 | -3.000403  -3.000404  -3.000404  0.0 | nan |  15.951607 | nan |  684.509447 | 0.656387 | 1400.153818 | 0.826062 |
    | 2017-03-03 00:00:00 |  5.9 |  0.6 | 0.0 | 10.0 | 0.0 |  0.48 | 0.7623  1.287  0.693  1.2474 | 0.7623  1.287  0.693  0.0 |  0.288999   0.089386   0.242341  0.0 | 0.505935  1.286381  0.692918  0.0 |  0.288999   0.089386   0.242341  0.0 | 0.0  0.0  0.0  0.0 |      29.5       29.5       29.5  0.0 |  0.00003   0.00003   0.00003  0.0 |  0.48 | 0.0 | 0.000704 |  0.223846 |  0.0 | 0.171041 |   1.2474 | 0.919398 | 0.0 | 500.0 | 0.0 | -48.410133 |  0.0 |  -3.939353 |  0.706659 | 7.228138 |  0.83659 |  0.029382   1.365297   1.797427  0.0 | -3.000434  -3.000434  -3.000434  0.0 | nan |  12.182592 | nan |  636.099313 | 0.173574 | 1398.880356 |  0.83659 |
    | 2017-03-04 00:00:00 |  7.7 |  0.2 | 0.0 | 10.0 | 0.0 |  0.16 |  0.693   1.17   0.63   1.134 |  0.693   1.17   0.63  0.0 |  0.056044   0.000734   0.020473  0.0 | 0.287164  1.129004  0.629377  0.0 |  0.056044   0.000734   0.020473  0.0 | 0.0  0.0  0.0  0.0 |      38.5       38.5       38.5  0.0 |  0.00004   0.00004   0.00004  0.0 |  0.16 | 0.0 | 0.000066 |  0.035873 |  0.0 | 0.284105 |    1.134 |  0.83572 | 0.0 | 500.0 | 0.0 | -45.838813 |  0.0 |  -3.539362 |  0.172635 | 7.171797 | 0.830069 | -0.153826   0.395559   1.307577  0.0 | -3.000473  -3.000474  -3.000474  0.0 | nan |   8.927269 | nan |    590.2605 | 0.036813 | 1391.689781 | 0.830069 |
    | 2017-03-05 00:00:00 |  6.3 |  1.7 | 0.0 | 10.0 | 0.0 |  1.36 | 0.5544  0.936  0.504  0.9072 | 0.5544  0.936  0.504  0.0 |  0.699946   0.001281   0.261781  0.0 | 0.321441  0.881559   0.50364  0.0 |  0.699946   0.001281   0.261781  0.0 | 0.0  0.0  0.0  0.0 |      31.5       31.5       31.5  0.0 | 0.000032  0.000032  0.000032  0.0 |  1.36 | 0.0 |  0.00038 |   0.44622 |  0.0 | 0.173386 |   0.9072 | 0.668612 | 0.0 | 500.0 | 0.0 |  -43.57384 |  0.0 |  -3.237553 |  0.262234 | 7.179747 | 0.830989 |  0.184788    0.87272   1.902156  0.0 | -3.000506  -3.000506  -3.000506  0.0 | nan |   5.862722 | nan |   546.68666 | 0.220799 | 1403.228592 | 0.830989 |
    | 2017-03-06 00:00:00 |  3.7 |  0.3 | 0.0 | 10.0 | 0.0 |  0.24 | 0.4158  0.702  0.378  0.6804 | 0.4158  0.702  0.378  0.0 |  0.131563   0.000232   0.068162  0.0 | 0.255535  0.664405  0.377898  0.0 |  0.131563   0.000232   0.068162  0.0 | 0.0  0.0  0.0  0.0 | 18.500006  18.500006  18.500006  0.0 | 0.000019  0.000019  0.000019  0.0 |  0.24 | 0.0 | 0.000028 |  0.085817 |  0.0 | 0.119331 |   0.6804 | 0.501482 | 0.0 | 500.0 | 0.0 |  -42.68998 |  0.0 |  -3.067489 |   0.24159 | 7.289899 | 0.843738 |   0.03769   0.448083   1.696097  0.0 | -3.000525  -3.000525  -3.000525  0.0 | nan |   2.914537 | nan |   503.99668 | 0.065027 | 1414.854889 | 0.843738 |
    | 2017-03-07 00:00:00 |  1.6 |  0.0 | 0.0 | 10.0 | 0.0 |   0.0 | 0.4851  0.819  0.441  0.7938 | 0.4851  0.819  0.441  0.0 |       0.0        0.0        0.0  0.0 | 0.202978  0.529813  0.440411  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |  8.006707   8.006707   8.006707  0.0 | 0.000008  0.000008  0.000008  0.0 |   0.0 | 0.0 |      0.0 |  0.000008 |  0.0 | 0.284379 |   0.7938 | 0.584974 | 0.0 | 500.0 | 0.0 | -42.054166 |  0.0 |   -2.85013 |  0.056174 | 7.359804 | 0.851829 | -0.165289   -0.08173   1.255686  0.0 | -3.000533  -3.000533  -3.000533  0.0 | nan |   0.348785 | nan |  461.942514 | 0.008861 | 1423.132661 | 0.851829 |
    | 2017-03-08 00:00:00 |  4.0 |  1.8 | 0.0 | 10.0 | 0.0 |  1.44 | 0.4851  0.819  0.441  0.7938 | 0.4851  0.819  0.441  0.0 |  0.767508   0.000465   0.301317  0.0 | 0.289531  0.646879   0.44066  0.0 |  0.767508   0.000465   0.301317  0.0 | 0.0  0.0  0.0  0.0 | 20.000002  20.000002  20.000002  0.0 | 0.000021  0.000021  0.000021  0.0 |  1.44 | 0.0 |      0.0 |  0.490797 |  0.0 | 0.187691 |   0.7938 | 0.585031 | 0.0 | 500.0 | 0.0 | -41.558825 |  0.0 |  -2.677126 |  0.260198 | 7.466796 | 0.864212 |  0.217672   0.710927   1.953709  0.0 | -3.000553  -3.000554  -3.000554  0.0 | nan |   -2.14065 | nan |  420.383689 |  0.23946 | 1445.127531 | 0.864212 |
    | 2017-03-09 00:00:00 |  5.6 |  8.9 | 0.0 | 10.0 | 0.0 |  7.12 | 0.3465  0.585  0.315   0.567 | 0.3465  0.585  0.315  0.0 |  6.358061   4.564194   6.160052  0.0 | 0.317371  0.584263  0.314994  0.0 |  6.358061   4.564194   6.160052  0.0 | 0.0  0.0  0.0  0.0 |      28.0       28.0       28.0  0.0 | 0.000029  0.000029  0.000029  0.0 |  7.12 | 0.0 |      0.0 |  5.800129 |  0.0 | 0.019659 |    0.567 | 0.417936 | 0.0 | 500.0 | 0.0 | -45.456394 |  0.0 |   -4.96907 |  3.318708 | 7.863954 |  0.91018 |   0.66224   2.682471   2.598662  0.0 | -3.000582  -3.000583  -3.000583  0.0 | nan |  -7.090062 | nan |  374.927295 |  2.72088 | 1501.963503 |  0.91018 |
    | 2017-03-10 00:00:00 |  5.8 |  0.0 | 0.0 | 10.0 | 0.0 |   0.0 | 0.5544  0.936  0.504  0.9072 | 0.5544  0.936  0.504  0.0 |       0.0        0.0        0.0  0.0 |  0.47338   0.93593  0.503987  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      29.0       29.0       29.0  0.0 |  0.00003   0.00003   0.00003  0.0 |   0.0 | 0.0 |      0.0 |   0.00003 |  0.0 | 0.054022 |   0.9072 | 0.668693 | 0.0 | 500.0 | 0.0 | -63.197727 |  0.0 |  -4.890226 |  2.352272 | 8.006582 | 0.926688 |   0.18886   1.746541   2.094675  0.0 | -3.000612  -3.000612  -3.000612  0.0 | nan | -11.926266 | nan |  311.729568 | 0.368638 | 1500.329562 | 0.926688 |
    | 2017-03-11 00:00:00 |  5.7 |  0.0 | 0.0 | 10.0 | 0.0 |   0.0 |  0.693   1.17   0.63   1.134 |  0.693   1.17   0.63  0.0 |       0.0        0.0        0.0  0.0 | 0.342798  1.155643  0.629755  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      28.5       28.5       28.5  0.0 | 0.000029  0.000029  0.000029  0.0 |   0.0 | 0.0 |      0.0 |  0.000029 |  0.0 | 0.238192 |    1.134 | 0.835806 | 0.0 | 500.0 | 0.0 | -69.464924 |  0.0 |  -2.599852 |  0.318678 | 8.000618 | 0.925997 | -0.153938   0.590898    1.46492  0.0 | -3.000641  -3.000642  -3.000642  0.0 | nan | -14.287926 | nan |  242.264644 |  0.04999 | 1500.126385 | 0.925997 |
    | 2017-03-12 00:00:00 |  4.6 |  0.0 | 0.0 | 10.0 | 0.0 |   0.0 | 0.8316  1.404  0.756  1.3608 | 0.8316  1.404  0.756  0.0 |       0.0        0.0        0.0  0.0 | 0.194411  0.813362  0.748178  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      23.0       23.0       23.0  0.0 | 0.000024  0.000024  0.000024  0.0 |   0.0 | 0.0 |      0.0 |  0.000024 |  0.0 | 0.621519 |   1.3608 | 1.002159 | 0.0 | 500.0 | 0.0 | -75.843499 |  0.0 |  -2.271336 |  0.043236 |  8.00331 | 0.926309 | -0.348349  -0.222464   0.716742  0.0 | -3.000665  -3.000665  -3.000665  0.0 | nan | -15.937743 | nan |  166.421145 | 0.006778 | 1500.552698 | 0.926309 |
    | 2017-03-13 00:00:00 |  4.2 |  0.9 | 0.0 | 10.0 | 0.0 |  0.72 | 0.6237  1.053  0.567  1.0206 | 0.6237  1.053  0.567  0.0 |  0.198318   0.000023   0.002957  0.0 | 0.206886  0.452717  0.552685  0.0 |  0.198318   0.000023   0.002957  0.0 | 0.0  0.0  0.0  0.0 | 21.000001  21.000001  21.000001  0.0 | 0.000022  0.000022  0.000022  0.0 |  0.72 | 0.0 |      0.0 |  0.119315 |  0.0 | 0.477855 |   1.0206 | 0.750792 | 0.0 | 500.0 | 0.0 | -84.050894 |  0.0 |  -2.278095 |  0.065857 | 8.011898 | 0.927303 | -0.033553   0.044796     0.8811  0.0 | -3.000687  -3.000687  -3.000687  0.0 | nan | -17.737984 | nan |   82.370252 | 0.060237 | 1502.420161 | 0.927303 |
    | 2017-03-14 00:00:00 |  7.4 |  0.1 | 0.0 | 10.0 | 0.0 |  0.08 | 0.6237  1.053  0.567  1.0206 | 0.6237  1.053  0.567  0.0 |  0.023913   0.000002   0.000192  0.0 | 0.223902  0.377733  0.535187  0.0 |  0.023913   0.000002   0.000192  0.0 | 0.0  0.0  0.0  0.0 |      37.0       37.0       37.0  0.0 | 0.000038  0.000038  0.000038  0.0 |  0.08 | 0.0 |      0.0 |  0.014406 |  0.0 | 0.491508 |   1.0206 | 0.749078 | 0.0 | 500.0 | 0.0 | -90.386146 |  0.0 |  -1.918309 |  0.060766 |  8.05422 | 0.932201 | -0.201368  -0.252939   0.425721  0.0 | -3.000725  -3.000725  -3.000725  0.0 | nan | -19.164785 | nan |   -8.015895 | 0.013876 | 1517.148688 | 0.932201 |
    | 2017-03-15 00:00:00 |  6.3 |  0.0 | 0.0 | 10.0 | 0.0 |   0.0 | 0.8316  1.404  0.756  1.3608 | 0.8316  1.404  0.756  0.0 |       0.0        0.0        0.0  0.0 | 0.171774  0.216673   0.49186  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      31.5       31.5       31.5  0.0 | 0.000032  0.000032  0.000032  0.0 |   0.0 | 0.0 |      0.0 |  0.000032 |  0.0 |  0.83547 |   1.3608 | 0.977008 | 0.0 | 500.0 | 0.0 | -11.787911 |  0.0 |  -1.758052 |  0.012017 | 8.207333 | 0.949923 | -0.373142  -0.469612  -0.066139  0.0 | -3.000757  -3.000757  -3.000757  0.0 | nan | -20.087367 | nan |  -19.803805 | 0.001892 | 1528.479982 | 0.949923 |
    | 2017-03-16 00:00:00 |  8.7 |  0.0 | 0.0 | 10.0 | 0.0 |   0.0 | 0.9702  1.638  0.882  1.5876 | 0.9702  1.638  0.882  0.0 |       0.0        0.0        0.0  0.0 | 0.116291  0.128127   0.24935  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      43.5       43.5       43.5  0.0 | 0.000045  0.000045  0.000045  0.0 |   0.0 | 0.0 |      0.0 |  0.000045 |  0.0 | 1.072325 |   1.5876 | 1.108027 | 0.0 | 500.0 | 0.0 |  -0.991525 |  0.0 |  -1.952833 |  0.001661 | 8.232177 | 0.952798 | -0.489433  -0.597739  -0.315488  0.0 | -3.000802  -3.000802  -3.000802  0.0 | nan | -20.967875 | nan |  -20.795331 | 0.000276 |  1529.24493 | 0.952798 |
    | 2017-03-17 00:00:00 |  6.4 |  3.9 | 0.0 | 10.0 | 0.0 |  3.12 | 0.7623  1.287  0.693  1.2474 | 0.7623  1.287  0.693  0.0 |  1.818559   0.016257   0.252748  0.0 | 0.484978  0.989048  0.602414  0.0 |  1.818559   0.016257   0.252748  0.0 | 0.0  0.0  0.0  0.0 |      32.0       32.0       32.0  0.0 | 0.000033  0.000033  0.000033  0.0 |  3.12 | 0.0 |      0.0 |   1.12132 |  0.0 | 0.284137 |   1.2474 |  0.91054 | 0.0 | 500.0 | 0.0 |  -1.851443 |  0.0 |  -2.521357 |   0.55173 | 8.254107 | 0.955336 |   0.32703   1.516956   1.949349  0.0 | -3.000834  -3.000835  -3.000835  0.0 | nan | -23.205095 | nan |  -22.646773 | 0.569866 | 1534.255123 | 0.955336 |
    | 2017-03-18 00:00:00 |  5.2 |  8.7 | 0.0 | 10.0 | 0.0 |  6.96 | 0.7623  1.287  0.693  1.2474 | 0.7623  1.287  0.693  0.0 |  6.071515   4.671375   5.751967  0.0 | 0.685964  1.286933  0.692984  0.0 |  6.071515   4.671375   5.751967  0.0 | 0.0  0.0  0.0  0.0 |      26.0       26.0       26.0  0.0 | 0.000027  0.000027  0.000027  0.0 |  6.96 | 0.0 |      0.0 |  5.619545 |  0.0 | 0.050903 |   1.2474 | 0.919462 | 0.0 | 500.0 | 0.0 |  -4.809759 |  0.0 |  -5.691802 |  3.580031 | 8.335907 | 0.964804 |  0.529551   2.518647   2.464398  0.0 | -3.000861  -3.000862  -3.000862  0.0 | nan | -28.845994 | nan |  -27.456532 |  2.60938 | 1547.585431 | 0.964804 |
    | 2017-03-19 00:00:00 |  5.1 | 26.4 | 0.0 | 10.0 | 0.0 | 21.12 | 0.3465  0.585  0.315   0.567 | 0.3465  0.585  0.315  0.0 | 20.402777  20.094606  20.410251  0.0 | 0.337475  0.584999  0.314999  0.0 | 20.402777  20.094606  20.410251  0.0 | 0.0  0.0  0.0  0.0 |      25.5       25.5       25.5  0.0 | 0.000026  0.000026  0.000026  0.0 | 21.12 | 0.0 |      0.0 | 20.311099 |  0.0 | 0.006016 |    0.567 | 0.417941 | 0.0 | 500.0 | 0.0 | -13.989651 |  0.0 | -16.706459 | 13.714461 | 8.525291 | 0.986723 |    0.9093   2.959043   2.859148  0.0 | -3.000887  -3.000888  -3.000888  0.0 | nan | -45.546437 | nan |  -41.446183 | 9.206018 | 1577.127664 | 0.986723 |
    | 2017-03-20 00:00:00 |  8.7 | 11.5 | 0.0 | 10.0 | 0.0 |   9.2 | 0.4158  0.702  0.378  0.6804 | 0.4158  0.702  0.378  0.0 |   8.93194   8.697533   8.951417  0.0 | 0.406537  0.701998  0.377999  0.0 |   8.93194   8.697533   8.951417  0.0 | 0.0  0.0  0.0  0.0 |      43.5       43.5       43.5  0.0 | 0.000045  0.000045  0.000045  0.0 |   9.2 | 0.0 |      0.0 |   8.86361 |  0.0 | 0.006175 |   0.6804 |  0.50153 | 0.0 | 500.0 | 0.0 | -17.493958 |  0.0 | -16.158855 | 13.006863 | 8.624908 | 0.998253 |  0.770823   2.759511   2.729732  0.0 | -3.000932  -3.000932  -3.000932  0.0 | nan | -61.699116 | nan |  -58.940142 | 5.062765 | 1579.132688 | 0.998253 |
    | 2017-03-21 00:00:00 |  6.2 |  0.9 | 0.0 | 10.0 | 0.0 |  0.72 | 1.0395  1.755  0.945   1.701 | 1.0395  1.755  0.945  0.0 |  0.554117   0.275984   0.548112  0.0 |  0.84286  1.754558  0.944963  0.0 |  0.554117   0.275984   0.548112  0.0 | 0.0  0.0  0.0  0.0 |      31.0       31.0       31.0  0.0 | 0.000032  0.000032  0.000032  0.0 |  0.72 | 0.0 |      0.0 |  0.470108 |  0.0 | 0.131229 |    1.701 | 1.253812 | 0.0 | 500.0 | 0.0 |  -8.643601 |  0.0 |  -6.873445 |  4.675248 | 8.611035 | 0.996648 |  0.093846   1.448969   1.956657  0.0 | -3.000964  -3.000964  -3.000964  0.0 | nan | -68.441332 | nan |  -67.583742 | 0.857626 | 1573.568118 | 0.996648 |
    | 2017-03-22 00:00:00 |  5.9 |  0.0 | 0.0 | 10.0 | 0.0 |   0.0 |  1.386   2.34   1.26   2.268 |  1.386   2.34   1.26  0.0 |       0.0        0.0        0.0  0.0 | 0.443269  1.687604  1.251441  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      29.5       29.5       29.5  0.0 |  0.00003   0.00003   0.00003  0.0 |   0.0 | 0.0 |      0.0 |   0.00003 |  0.0 | 0.845882 |    2.268 | 1.670867 | 0.0 | 500.0 | 0.0 |  -2.234788 |  0.0 |  -2.383879 |  0.741472 |  8.59167 | 0.994406 | -0.349423  -0.238635   0.705215  0.0 | -3.000994  -3.000994  -3.000994  0.0 | nan | -69.979329 | nan |  -69.818531 | 0.116184 | 1572.919676 | 0.994406 |
    | 2017-03-23 00:00:00 |  5.2 |  0.0 | 0.0 | 10.0 | 0.0 |   0.0 | 1.1088  1.872  1.008  1.8144 | 1.1088  1.872  1.008  0.0 |       0.0        0.0        0.0  0.0 | 0.139028  0.269841  0.748641  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      26.0       26.0       26.0  0.0 | 0.000027  0.000027  0.000027  0.0 |   0.0 | 0.0 |      0.0 |  0.000027 |  0.0 |  1.18047 |   1.8144 | 1.311911 | 0.0 | 500.0 | 0.0 |  -0.565791 |  0.0 |  -1.664003 |  0.100219 | 8.591028 | 0.994332 | -0.488451  -0.508476  -0.043425  0.0 | -3.001021  -3.001021  -3.001021  0.0 | nan | -70.462862 | nan |  -70.384321 | 0.015992 | 1573.082105 | 0.994332 |
    | 2017-03-24 00:00:00 |  5.2 |  0.0 | 0.0 | 10.0 | 0.0 |   0.0 | 1.1088  1.872  1.008  1.8144 | 1.1088  1.872  1.008  0.0 |       0.0        0.0        0.0  0.0 | 0.087823  0.124967  0.285582  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      26.0       26.0       26.0  0.0 | 0.000027  0.000027  0.000027  0.0 |   0.0 | 0.0 |      0.0 |  0.000027 |  0.0 | 1.262892 |   1.8144 | 1.266526 | 0.0 | 500.0 | 0.0 |  -0.322593 |  0.0 |  -1.563613 |  0.013807 | 8.592953 | 0.994555 | -0.576274  -0.633443  -0.329007  0.0 | -3.001047  -3.001048  -3.001048  0.0 | nan | -70.763582 | nan |  -70.706915 | 0.002211 | 1573.341314 | 0.994555 |
    | 2017-03-25 00:00:00 |  5.9 |  0.0 | 0.0 | 10.0 | 0.0 |   0.0 | 0.8316  1.404  0.756  1.3608 | 0.8316  1.404  0.756  0.0 |       0.0        0.0        0.0  0.0 | 0.049334  0.062947  0.109613  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      29.5       29.5       29.5  0.0 |  0.00003   0.00003   0.00003  0.0 |   0.0 | 0.0 |      0.0 |   0.00003 |  0.0 |  0.96845 |   1.3608 | 0.939646 | 0.0 | 500.0 | 0.0 |  -0.524824 |  0.0 |  -1.552294 |  0.001924 | 8.595938 |   0.9949 | -0.625608  -0.696389   -0.43862  0.0 | -3.001078  -3.001078  -3.001078  0.0 | nan | -71.347426 | nan |  -71.231738 | 0.000317 | 1573.821726 |   0.9949 |
    | 2017-03-26 00:00:00 |  6.7 |  0.0 | 0.0 | 10.0 | 0.0 |   0.0 | 0.9009  1.521  0.819  1.4742 | 0.9009  1.521  0.819  0.0 |       0.0        0.0        0.0  0.0 |  0.04368  0.052867  0.081124  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      33.5       33.5       33.5  0.0 | 0.000034  0.000034  0.000034  0.0 |   0.0 | 0.0 |      0.0 |  0.000034 |  0.0 | 1.060773 |   1.4742 | 1.014262 | 0.0 | 500.0 | 0.0 |  -0.501427 |  0.0 |  -1.543291 |  0.000293 |  8.60006 | 0.995377 | -0.669288  -0.749256  -0.519743  0.0 | -3.001112  -3.001112  -3.001112  0.0 | nan | -71.829944 | nan |  -71.733166 | 0.000058 | 1574.299782 | 0.995377 |
    | 2017-03-27 00:00:00 |  7.0 |  0.0 | 0.0 | 10.0 | 0.0 |   0.0 | 1.1088  1.872  1.008  1.8144 | 1.1088  1.872  1.008  0.0 |       0.0        0.0        0.0  0.0 | 0.044311  0.051574   0.07238  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      35.0       35.0       35.0  0.0 | 0.000036  0.000036  0.000036  0.0 |   0.0 | 0.0 |      0.0 |  0.000036 |  0.0 | 1.316363 |   1.8144 | 1.245631 | 0.0 | 500.0 | 0.0 |  -0.272452 |  0.0 |  -1.536642 |  0.000071 | 8.603111 |  0.99573 | -0.713598  -0.800831  -0.592123  0.0 | -3.001148  -3.001148  -3.001148  0.0 | nan | -72.050223 | nan |  -72.005618 | 0.000024 | 1574.567372 |  0.99573 |
    | 2017-03-28 00:00:00 |  8.3 |  0.0 | 0.0 | 10.0 | 0.0 |   0.0 | 1.3167  2.223  1.197  2.1546 | 1.3167  2.223  1.197  0.0 |       0.0        0.0        0.0  0.0 | 0.043341  0.048909  0.064115  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      41.5       41.5       41.5  0.0 | 0.000043  0.000043  0.000043  0.0 |   0.0 | 0.0 |      0.0 |  0.000043 |  0.0 | 1.573478 |   2.1546 | 1.477047 | 0.0 | 500.0 | 0.0 |  -0.012263 |  0.0 |  -1.532802 |  0.000044 | 8.604184 | 0.995855 | -0.756939  -0.849739  -0.656239  0.0 |  -3.00119  -3.001191  -3.001191  0.0 | nan | -72.009547 | nan |  -72.017881 | 0.000022 | 1574.609175 | 0.995855 |
    | 2017-03-29 00:00:00 |  9.0 |  1.5 | 0.0 | 10.0 | 0.0 |   1.2 | 0.5544  0.936  0.504  0.9072 | 0.5544  0.936  0.504  0.0 |  0.262407   0.000023   0.000145  0.0 | 0.145346  0.238976  0.204612  0.0 |  0.262407   0.000023   0.000145  0.0 | 0.0  0.0  0.0  0.0 |      45.0       45.0       45.0  0.0 | 0.000046  0.000046  0.000046  0.0 |   1.2 | 0.0 |      0.0 |  0.157512 |  0.0 | 0.505004 |   0.9072 | 0.639332 | 0.0 | 500.0 | 0.0 |  -0.854667 |  0.0 |  -1.631479 |   0.06455 | 8.608051 | 0.996302 |  0.035308   0.111262   0.339005  0.0 | -3.001236  -3.001237  -3.001237  0.0 | nan | -73.136021 | nan |  -72.872547 | 0.092983 | 1575.714189 | 0.996302 |
    | 2017-03-30 00:00:00 | 12.4 |  0.3 | 0.0 | 10.0 | 0.0 |  0.24 | 1.0395  1.755  0.945   1.701 | 1.0395  1.755  0.945  0.0 |  0.076848   0.000006    0.00005  0.0 | 0.396601  0.623788  0.601542  0.0 |  0.076848   0.000006    0.00005  0.0 | 0.0  0.0  0.0  0.0 |      62.0       62.0       62.0  0.0 | 0.000064  0.000064  0.000064  0.0 |  0.24 | 0.0 |      0.0 |  0.046179 |  0.0 | 0.805608 |    1.701 | 1.220112 | 0.0 | 500.0 | 0.0 |  -0.958164 |  0.0 |  -1.639202 |  0.108626 | 8.616485 | 0.997278 | -0.198141  -0.272531  -0.022587  0.0 |   -3.0013    -3.0013    -3.0013  0.0 | nan | -73.969614 | nan |  -73.830712 | 0.030536 | 1576.462853 | 0.997278 |
    | 2017-03-31 00:00:00 | 15.0 |  0.2 | 0.0 | 10.0 | 0.0 |  0.16 | 1.8711  3.159  1.701  3.0618 | 1.8711  3.159  1.701  0.0 |  0.023623   0.000001   0.000007  0.0 |  0.34681  0.403403  0.470399  0.0 |  0.023623   0.000001   0.000007  0.0 | 0.0  0.0  0.0  0.0 |      75.0       75.0       75.0  0.0 | 0.000077  0.000077  0.000077  0.0 |  0.16 | 0.0 |      0.0 |  0.014252 |  0.0 | 1.934577 |   3.0618 | 2.136157 | 0.0 | 500.0 | 0.0 |   0.156461 |  0.0 |  -1.544217 |  0.035182 | 8.618647 | 0.997529 | -0.408575  -0.515935  -0.332992  0.0 | -3.001377  -3.001377  -3.001377  0.0 | nan | -73.579254 | nan |  -73.674251 | 0.009606 | 1576.252641 | 0.997529 |
    | 2017-04-01 00:00:00 | 11.8 |  4.5 | 0.0 | 10.0 | 0.0 |   3.6 | 1.2825  1.755  0.945   1.728 | 1.2825  1.755  0.945  0.0 |  1.991812   0.031322   0.414472  0.0 | 0.874691   1.42736  0.831371  0.0 |  1.991812   0.031322   0.414472  0.0 | 0.0  0.0  0.0  0.0 |      59.0       59.0       59.0  0.0 |  0.00006   0.00006   0.00006  0.0 |   3.6 | 0.0 |      0.0 |  1.245992 |  0.0 | 0.381057 |    1.728 | 1.386089 | 0.0 | 500.0 | 0.0 |   -1.25711 |  0.0 |  -2.221122 |  0.628168 |  8.62899 | 0.998726 |  0.324922   1.625383   2.021165  0.0 | -3.001437  -3.001438  -3.001438  0.0 | nan | -75.419319 | nan |   -74.93136 | 0.627429 | 1579.503924 | 0.998726 |
    | 2017-04-02 00:00:00 |  9.4 |  0.0 | 0.0 | 10.0 | 0.0 |   0.0 |  1.368  1.872  1.008  1.8432 |  1.368  1.872  1.008  0.0 |       0.0        0.0        0.0  0.0 | 0.609921  1.639603  1.005965  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      47.0       47.0       47.0  0.0 | 0.000048  0.000048  0.000048  0.0 |   0.0 | 0.0 |      0.0 |  0.000048 |  0.0 |  0.58281 |   1.8432 | 1.490163 | 0.0 | 500.0 | 0.0 |  -1.817196 |  0.0 |  -2.104162 |  0.542415 | 8.642739 | 1.000317 | -0.284999   -0.01422     1.0152  0.0 | -3.001485  -3.001486  -3.001486  0.0 | nan | -76.940671 | nan |  -76.748556 | 0.085062 | 1579.308592 | 1.000317 |
    | 2017-04-03 00:00:00 |  8.1 |  0.0 | 0.0 | 10.0 | 0.0 |   0.0 |   1.71   2.34   1.26   2.304 |   1.71   2.34   1.26  0.0 |       0.0        0.0        0.0  0.0 | 0.227046  0.478172  1.028852  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      40.5       40.5       40.5  0.0 | 0.000041  0.000041  0.000041  0.0 |   0.0 | 0.0 |      0.0 |  0.000041 |  0.0 |  1.60913 |    2.304 | 1.840245 | 0.0 | 500.0 | 0.0 |    -0.1838 |  0.0 |  -1.569556 |  0.073494 | 8.643524 | 1.000408 | -0.512045  -0.492392  -0.013652  0.0 | -3.001527  -3.001527  -3.001527  0.0 | nan | -76.901097 | nan |  -76.932356 | 0.011609 | 1579.212185 | 1.000408 |
    | 2017-04-04 00:00:00 |  7.9 |  0.0 | 0.0 | 10.0 | 0.0 |   0.0 | 1.7955  2.457  1.323  2.4192 | 1.7955  2.457  1.323  0.0 |       0.0        0.0        0.0  0.0 | 0.119557  0.161213   0.35718  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      39.5       39.5       39.5  0.0 |  0.00004   0.00004   0.00004  0.0 |   0.0 | 0.0 |      0.0 |   0.00004 |  0.0 | 1.882421 |   2.4192 |  1.86138 | 0.0 | 500.0 | 0.0 |   0.330896 |  0.0 |  -1.499026 |  0.010037 |   8.6415 | 1.000174 | -0.631601  -0.653605  -0.370833  0.0 | -3.001567  -3.001568  -3.001568  0.0 | nan | -76.517702 | nan |   -76.60146 | 0.001612 | 1579.102766 | 1.000174 |
    | 2017-04-05 00:00:00 |  7.5 |  0.4 | 0.0 | 10.0 | 0.0 |  0.32 | 1.4535  1.989  1.071  1.9584 | 1.4535  1.989  1.071  0.0 |  0.014461   0.000001   0.000008  0.0 | 0.119842  0.145634  0.209886  0.0 |  0.014461   0.000001   0.000008  0.0 | 0.0  0.0  0.0  0.0 |      37.5       37.5       37.5  0.0 | 0.000038  0.000038  0.000038  0.0 |  0.32 | 0.0 |      0.0 |  0.008716 |  0.0 | 1.503452 |   1.9584 | 1.499065 | 0.0 | 500.0 | 0.0 |   0.079229 |  0.0 |  -1.518186 |  0.005868 | 8.639742 |  0.99997 | -0.445904   -0.47924  -0.260727  0.0 | -3.001606  -3.001606  -3.001606  0.0 | nan | -76.532436 | nan |  -76.522231 |  0.00446 | 1578.812795 |  0.99997 |
    | 2017-04-06 00:00:00 |  7.2 |  0.0 | 0.0 | 10.0 | 0.0 |   0.0 | 1.4535  1.989  1.071  1.9584 | 1.4535  1.989  1.071  0.0 |       0.0        0.0        0.0  0.0 | 0.126187  0.143889  0.175605  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      36.0       36.0       36.0  0.0 | 0.000037  0.000037  0.000037  0.0 |   0.0 | 0.0 |      0.0 |  0.000037 |  0.0 | 1.499803 |   1.9584 | 1.495705 | 0.0 | 500.0 | 0.0 |  -0.013731 |  0.0 |  -1.503341 |  0.003868 | 8.639578 | 0.999951 | -0.572092  -0.623129  -0.436332  0.0 | -3.001642  -3.001643  -3.001643  0.0 | nan | -76.535974 | nan |  -76.535963 |  0.00063 | 1578.767665 | 0.999951 |
    | 2017-04-07 00:00:00 |  8.1 |  0.0 | 0.0 | 10.0 | 0.0 |   0.0 |  0.684  0.936  0.504  0.9216 |  0.684  0.936  0.504  0.0 |       0.0        0.0        0.0  0.0 |    0.042   0.04567  0.053509  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      40.5       40.5       40.5  0.0 | 0.000041  0.000041  0.000041  0.0 |   0.0 | 0.0 |      0.0 |  0.000041 |  0.0 | 0.724724 |   0.9216 | 0.701006 | 0.0 | 500.0 | 0.0 |   -0.62454 |  0.0 |  -1.503221 |  0.000567 | 8.641688 | 1.000195 | -0.614092  -0.668799   -0.48984  0.0 | -3.001684  -3.001684  -3.001684  0.0 | nan |  -77.31447 | nan |  -77.160503 | 0.000104 | 1579.497426 | 1.000195 |
    | 2017-04-08 00:00:00 |  8.6 |  0.0 | 0.0 | 10.0 | 0.0 |   0.0 | 1.1115  1.521  0.819  1.4976 | 1.1115  1.521  0.819  0.0 |       0.0        0.0        0.0  0.0 |  0.05521  0.058909  0.067497  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      43.0       43.0       43.0  0.0 | 0.000044  0.000044  0.000044  0.0 |   0.0 | 0.0 |      0.0 |  0.000044 |  0.0 | 1.191472 |   1.4976 | 1.137228 | 0.0 | 500.0 | 0.0 |  -0.394511 |  0.0 |  -1.491963 |  0.000115 | 8.646213 | 1.000719 | -0.669302  -0.727708  -0.557337  0.0 | -3.001728  -3.001728  -3.001728  0.0 | nan | -77.614961 | nan |  -77.555014 | 0.000033 | 1579.899224 | 1.000719 |
    | 2017-04-09 00:00:00 | 10.5 |  0.0 | 0.0 | 10.0 | 0.0 |   0.0 | 2.1375  2.925  1.575    2.88 | 2.1375  2.925  1.575  0.0 |       0.0        0.0        0.0  0.0 | 0.078851  0.082507  0.092005  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      52.5       52.5       52.5  0.0 | 0.000054  0.000054  0.000054  0.0 |   0.0 | 0.0 |      0.0 |  0.000054 |  0.0 | 2.319764 |     2.88 |  2.18327 | 0.0 | 500.0 | 0.0 |    0.61051 |  0.0 |  -1.485859 |  0.000059 | 8.645605 | 1.000649 | -0.748153  -0.810215  -0.649342  0.0 | -3.001781  -3.001782  -3.001782  0.0 | nan | -76.781056 | nan |  -76.944504 | 0.000028 | 1579.215477 | 1.000649 |

There is no violation of the water balance:

>>> round_(model.check_waterbalance(conditions))
0.0

.. _wland_wag_elevated_regions:

elevated regions
________________

This test demonstrates the initially explained elevated region add-on of |wland_wag| by
setting the coniferous hydrological response unit's |ER| flag to |True|:

>>> inputs.fxs.series = 0.0
>>> er(conifer=True, default=False)

The elevated region-specific parameters |AC|, |CWE|, and |CGE| now require values:

>>> ac(100.0)
>>> cwe(400.0)
>>> cge(200000.0)

The elevated region's initial groundwater level is 1 m above the lowland's.  Hence,
there is a permanent flux from the elevated to the lowland region, and the lowland's
groundwater depth decreases by 0.4 m during the simulation period instead of less than
0.2 m in the :ref:`wland_wag_base_scenario` example:

.. integration-test::

    >>> test("wland_wag_elevated_regions",
    ...      axis1=(fluxes.pc, fluxes.fgse, fluxes.fgs),
    ...      axis2=(states.hge, states.dg))
    |                date |    t |    p | fxg | fxs | dhs |    pc |                           pe |                       pet |                                   tf |                                ei |                                   rf |                 sf |                                   pm |                                am |    ps |      pve |       pv |        pq |     etve |      etv |       es |       et |  gr | fxs | fxg |        cdg |     fgse |       fgs |       fqs |       rh |        r |                                   ic |                                   sp |        dve |         dv |        hge |          dg |       hq |          hs |   outlet |
    -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
    | 2017-02-10 00:00:00 | -2.8 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.3942  0.702  0.378  0.6588 | 0.3942  0.702  0.378  0.0 |       0.0        0.0        0.0  0.0 |      0.0  0.000001       0.0  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |  0.000117   0.000117   0.000117  0.0 |      0.0       0.0       0.0  0.0 |   0.0 |      0.0 |      0.0 |       0.0 | 0.698121 | 0.392081 | 0.000067 | 0.435793 | 0.0 | 0.0 | 0.0 |   2.533281 | 4.965682 | -0.000105 |       0.0 |      0.0 |      0.0 |      -3.0  -3.000001       -3.0  0.0 |      -3.0       -3.0       -3.0  0.0 | 140.698121 | 137.909135 | 888.584639 | 1602.533281 |      0.0 |    -2.00316 |      0.0 |
    | 2017-02-11 00:00:00 | -1.5 |  0.4 | 0.0 | 0.0 | 0.0 |  0.32 | 0.5256  0.936  0.504  0.8784 | 0.5256  0.936  0.504  0.0 |  0.000001        0.0        0.0  0.0 | 0.000001  0.000002  0.000001  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |  0.009388   0.009388   0.009388  0.0 |      0.0       0.0       0.0  0.0 |  0.32 |      0.0 |      0.0 |       0.0 | 0.930742 | 0.522884 | 0.000199 |   0.5811 | 0.0 | 0.0 | 0.0 |  -5.822512 | 4.832088 | -0.000103 |       0.0 |      0.0 |      0.0 | -2.680002  -2.680003  -2.680002  0.0 |      -3.0       -3.0       -3.0  0.0 | 141.628863 | 136.015873 | 877.476391 | 1596.710769 |      0.0 |   -1.686386 |      0.0 |
    | 2017-02-12 00:00:00 | -0.9 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.4599  0.819  0.441  0.7686 | 0.4599  0.819  0.441  0.0 |       0.0        0.0        0.0  0.0 | 0.000002  0.000004  0.000002  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |  0.069591   0.069591   0.069591  0.0 |      0.0       0.0       0.0  0.0 |   0.0 |      0.0 |      0.0 |       0.0 | 0.814317 |  0.45761 | 0.000329 | 0.508493 | 0.0 | 0.0 | 0.0 |  -9.498788 | 4.649141 | -0.000095 |       0.0 |      0.0 |      0.0 | -2.680004  -2.680007  -2.680004  0.0 |      -3.0       -3.0       -3.0  0.0 | 142.443181 | 134.148817 | 866.788709 | 1587.211982 |      0.0 |   -1.689504 |      0.0 |
    | 2017-02-13 00:00:00 | -1.6 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.2628  0.468  0.252  0.4392 | 0.2628  0.468  0.252  0.0 |       0.0        0.0        0.0  0.0 | 0.000001  0.000002  0.000001  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |  0.006707   0.006707   0.006707  0.0 |      0.0       0.0       0.0  0.0 |   0.0 |      0.0 |      0.0 |       0.0 |  0.46529 |  0.26154 | 0.000185 | 0.290586 | 0.0 | 0.0 | 0.0 | -11.436763 |  4.44884 | -0.000084 |       0.0 |      0.0 |      0.0 | -2.680005  -2.680009  -2.680005  0.0 |      -3.0       -3.0       -3.0  0.0 | 142.908471 | 132.185854 | 856.561492 | 1575.775218 |      0.0 |    -1.69216 |      0.0 |
    | 2017-02-14 00:00:00 | -1.3 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.2628  0.468  0.252  0.4392 | 0.2628  0.468  0.252  0.0 |       0.0        0.0        0.0  0.0 | 0.000001  0.000002  0.000001  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |  0.018374   0.018374   0.018374  0.0 |      0.0       0.0       0.0  0.0 |   0.0 |      0.0 |      0.0 |       0.0 | 0.465265 | 0.261587 | 0.000183 | 0.290606 | 0.0 | 0.0 | 0.0 | -12.340161 | 4.243999 | -0.000072 |       0.0 |      0.0 |      0.0 | -2.680007  -2.680011  -2.680006  0.0 |      -3.0       -3.0       -3.0  0.0 | 143.373735 |  130.32537 | 846.805173 | 1563.435058 |      0.0 |   -1.694452 |      0.0 |
    | 2017-02-15 00:00:00 |  1.7 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.2628  0.468  0.252  0.4392 | 0.2628  0.468  0.252  0.0 |       0.0        0.0        0.0  0.0 | 0.000001  0.000002  0.000001  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |   8.50479    8.50479    8.50479  0.0 | 0.000009  0.000009  0.000009  0.0 |   0.0 | 0.000003 | 0.000002 |  0.000007 | 0.465239 |  0.26163 | 0.000182 | 0.290624 | 0.0 | 0.0 | 0.0 | -12.439949 | 4.044082 | -0.000059 |  0.000004 |      0.0 |      0.0 | -2.680008  -2.680013  -2.680007  0.0 | -3.000008  -3.000009  -3.000009  0.0 | 143.838972 | 128.564899 | 837.508433 | 1550.995108 | 0.000003 |   -1.696176 |      0.0 |
    | 2017-02-16 00:00:00 |  4.4 |  0.2 | 0.0 | 0.0 | 0.0 |  0.16 | 0.2628  0.468  0.252  0.4392 | 0.2628  0.468  0.252  0.0 |  0.000001        0.0        0.0  0.0 | 0.000002  0.000003  0.000002  0.0 |  0.000001        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 | 22.000001  22.000001  22.000001  0.0 | 0.000023  0.000023  0.000023  0.0 |  0.16 | 0.000007 | 0.000005 |  0.000018 | 0.465213 | 0.261669 | 0.000266 | 0.290641 | 0.0 | 0.0 | 0.0 | -12.159412 | 3.853978 | -0.000046 |  0.000014 |      0.0 |      0.0 |  -2.52001  -2.520016  -2.520009  0.0 | -3.000031  -3.000032  -3.000032  0.0 | 144.304179 | 126.899527 | 828.648715 | 1538.835696 | 0.000007 |   -1.537126 |      0.0 |
    | 2017-02-17 00:00:00 |  4.5 |  4.5 | 0.0 | 0.0 | 0.0 |   3.6 | 0.1971  0.351  0.189  0.3294 | 0.1971  0.351  0.189  0.0 |  0.715908   0.000866   0.002554  0.0 | 0.045779  0.103421  0.056212  0.0 |  0.715908   0.000866   0.002554  0.0 | 0.0  0.0  0.0  0.0 |      22.5       22.5       22.5  0.0 | 0.000023  0.000023  0.000023  0.0 |   3.6 | 0.000257 | 0.160066 |  0.333966 | 0.246096 |  0.15069 | 0.190286 | 0.227596 | 0.0 | 0.0 | 0.0 | -12.001667 | 3.674672 | -0.000197 |  0.087251 | 0.000267 | 0.000031 |  0.318303   0.975698   1.021225  0.0 | -3.000054  -3.000055  -3.000055  0.0 | 144.550018 | 125.052618 | 820.201193 | 1526.834029 | 0.246722 |    6.128775 | 0.000031 |
    | 2017-02-18 00:00:00 |  3.4 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.1971  0.351  0.189  0.3294 | 0.1971  0.351  0.189  0.0 |       0.0        0.0        0.0  0.0 | 0.148001  0.341645    0.1863  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 | 17.000016  17.000016  17.000016  0.0 | 0.000018  0.000018  0.000018  0.0 |   0.0 | 0.000005 | 0.000004 |  0.000014 | 0.009299 | 0.048902 |   0.3294 | 0.243802 | 0.0 | 0.0 | 0.0 | -12.461028 | 3.500663 | -0.002095 |  0.213453 | 0.006319 | 0.000731 |  0.170301   0.634053   0.834925  0.0 | -3.000072  -3.000072  -3.000072  0.0 | 144.559312 |  123.34909 | 812.153692 | 1514.373001 | 0.033283 |   15.881007 | 0.000731 |
    | 2017-02-19 00:00:00 |  4.8 |  3.2 | 0.0 | 0.0 | 0.0 |  2.56 | 0.2628  0.468  0.252  0.4392 | 0.2628  0.468  0.252  0.0 |  2.024092   0.452925   0.899571  0.0 | 0.221756   0.46542  0.251473  0.0 |  2.024092   0.452925   0.899571  0.0 | 0.0  0.0  0.0  0.0 |      24.0       24.0       24.0  0.0 | 0.000025  0.000025  0.000025  0.0 |  2.56 | 0.130846 | 0.431922 |  1.141907 | 0.002565 | 0.040885 |   0.4392 | 0.325449 | 0.0 | 0.0 | 0.0 | -12.884323 | 3.332091 | -0.005136 |  0.618084 | 0.020661 | 0.002391 |  0.484454   2.275708   2.243881  0.0 | -3.000097  -3.000097  -3.000097  0.0 |  144.43103 | 121.286871 | 804.493714 | 1501.488679 | 0.557107 |   47.103841 | 0.002391 |
    | 2017-02-20 00:00:00 |  6.7 |  4.6 | 0.0 | 0.0 | 0.0 |  3.68 | 0.1971  0.351  0.189  0.3294 | 0.1971  0.351  0.189  0.0 |  3.340084   2.972153   3.208156  0.0 | 0.184112  0.350996  0.188997  0.0 |  3.340084   2.972153   3.208156  0.0 | 0.0  0.0  0.0  0.0 |      33.5       33.5       33.5  0.0 | 0.000035  0.000035  0.000035  0.0 |  3.68 | 0.853384 | 0.689786 |  2.546659 | 0.000004 |  0.01294 |   0.3294 |  0.24417 | 0.0 | 0.0 | 0.0 | -14.226426 | 3.162856 | -0.039072 |  1.905059 | 0.117118 | 0.013555 |  0.640258   2.632559   2.526728  0.0 | -3.000131  -3.000131  -3.000131  0.0 |  143.57765 | 118.989524 |  797.22278 | 1487.262252 | 1.198707 |  136.797708 | 0.013555 |
    | 2017-02-21 00:00:00 |  5.8 |  2.3 | 0.0 | 0.0 | 0.0 |  1.84 | 0.3942  0.702  0.378  0.6588 | 0.3942  0.702  0.378  0.0 |  1.642244   1.409245    1.61903  0.0 | 0.363824  0.701991  0.377995  0.0 |  1.642244   1.409245    1.61903  0.0 | 0.0  0.0  0.0  0.0 |      29.0       29.0       29.0  0.0 |  0.00003   0.00003   0.00003  0.0 |  1.84 |   0.4015 | 0.328282 |  1.252633 | 0.000009 | 0.030269 |   0.6588 | 0.488334 | 0.0 | 0.0 | 0.0 | -14.558738 | 2.993136 | -0.137468 |  1.757887 | 0.321013 | 0.037154 |   0.47419   2.361323   2.369703  0.0 | -3.000161  -3.000161  -3.000161  0.0 | 143.176158 | 117.057475 | 790.342007 | 1472.703514 | 0.693454 |  204.023182 | 0.037154 |
    | 2017-02-22 00:00:00 |  6.5 | 18.0 | 0.0 | 0.0 | 0.0 |  14.4 | 0.5256  0.936  0.504  0.8784 | 0.5256  0.936  0.504  0.0 | 13.589407  13.048734  13.564533  0.0 | 0.504696  0.935996  0.503997  0.0 | 13.589407  13.048734  13.564533  0.0 | 0.0  0.0  0.0  0.0 |      32.5       32.5       32.5  0.0 | 0.000033  0.000033  0.000033  0.0 |  14.4 |  3.62428 | 2.582861 | 10.787751 | 0.000004 | 0.020834 |   0.8784 | 0.651155 | 0.0 | 0.0 | 0.0 | -18.976195 | 2.820457 | -0.492007 |  6.659575 | 0.812761 |  0.09407 |  0.780087   2.776593   2.701173  0.0 | -3.000194  -3.000195  -3.000195  0.0 | 139.551882 | 112.593214 | 783.858198 | 1453.727319 | 4.821629 |   488.76095 |  0.09407 |
    | 2017-02-23 00:00:00 |  5.0 | 19.2 | 0.0 | 0.0 | 0.0 | 15.36 | 0.3285  0.585  0.315   0.549 | 0.3285  0.585  0.315  0.0 | 14.927283  14.658057  14.931707  0.0 | 0.322035  0.584999  0.314999  0.0 | 14.927283  14.658057  14.931707  0.0 | 0.0  0.0  0.0  0.0 |      25.0       25.0       25.0  0.0 | 0.000026  0.000026  0.000026  0.0 | 15.36 | 3.879169 | 2.604539 | 12.120509 | 0.000001 | 0.006445 |    0.549 | 0.406986 | 0.0 | 0.0 | 0.0 | -28.366205 | 2.601432 | -2.153368 | 11.021275 | 2.457033 | 0.284379 |  0.890769   2.893537   2.814467  0.0 |  -3.00022  -3.000221  -3.000221  0.0 | 135.672715 | 106.541036 | 777.877894 | 1425.361114 | 5.920863 |  857.453777 | 0.284379 |
    | 2017-02-24 00:00:00 |  3.0 |  0.4 | 0.0 | 0.0 | 0.0 |  0.32 | 0.5256  0.936  0.504  0.8784 | 0.5256  0.936  0.504  0.0 |  0.294508   0.228149   0.294806  0.0 | 0.495653  0.935979  0.503995  0.0 |  0.294508   0.228149   0.294806  0.0 | 0.0  0.0  0.0  0.0 |  15.00006   15.00006   15.00006  0.0 | 0.000015  0.000015  0.000015  0.0 |  0.32 | 0.058843 | 0.046639 |  0.229009 | 0.000021 | 0.029867 |   0.8784 |  0.65115 | 0.0 | 0.0 | 0.0 | -34.067025 | 2.336357 | -3.479129 |  5.254479 | 3.601236 |  0.41681 |  0.420607   2.049409   2.335665  0.0 | -3.000236  -3.000236  -3.000236  0.0 | 135.613892 | 101.876957 | 772.506958 | 1391.294089 | 0.895394 |  832.016661 |  0.41681 |
    | 2017-02-25 00:00:00 |  3.1 |  8.3 | 0.0 | 0.0 | 0.0 |  6.64 | 0.3285  0.585  0.315   0.549 | 0.3285  0.585  0.315  0.0 |  6.067436   5.420196   6.057746  0.0 | 0.308292  0.584994  0.314997  0.0 |  6.067436   5.420196   6.057746  0.0 | 0.0  0.0  0.0  0.0 | 15.500043  15.500043  15.500043  0.0 | 0.000016  0.000016  0.000016  0.0 |  6.64 | 1.384403 | 0.880639 |  4.928607 | 0.000006 | 0.020158 |    0.549 | 0.406968 | 0.0 | 0.0 | 0.0 | -33.758342 | 2.077218 | -2.639799 |  3.517568 | 3.069019 |  0.35521 |  0.684879   2.684219   2.602922  0.0 | -3.000251  -3.000252  -3.000252  0.0 | 134.229496 |  97.338068 | 767.731745 | 1357.535747 | 2.306432 |  779.407491 |  0.35521 |
    | 2017-02-26 00:00:00 |  7.1 |  5.3 | 0.0 | 0.0 | 0.0 |  4.24 | 0.2628  0.468  0.252  0.4392 | 0.2628  0.468  0.252  0.0 |  3.990607   3.797438   3.989282  0.0 |   0.2519  0.467998  0.251998  0.0 |  3.990607   3.797438   3.989282  0.0 | 0.0  0.0  0.0  0.0 |      35.5       35.5       35.5  0.0 | 0.000037  0.000037  0.000037  0.0 |  4.24 | 0.954771 | 0.534415 |   3.32548 | 0.000002 | 0.010875 |   0.4392 | 0.325584 | 0.0 | 0.0 | 0.0 | -32.118117 | 1.841773 | -2.360376 |  3.881337 |  2.94775 | 0.341175 |  0.682371   2.658784   2.601642  0.0 | -3.000288  -3.000288  -3.000288  0.0 | 133.274727 |  93.533266 | 763.497784 |  1325.41763 | 1.750576 |  756.611237 | 0.341175 |
    | 2017-02-27 00:00:00 |  9.4 |  0.7 | 0.0 | 0.0 | 0.0 |  0.56 | 0.8541  1.521  0.819  1.4274 | 0.8541  1.521  0.819  0.0 |  0.424018   0.206906   0.404334  0.0 | 0.695474   1.52066  0.818961  0.0 |  0.424018   0.206906   0.404334  0.0 | 0.0  0.0  0.0  0.0 |      47.0       47.0       47.0  0.0 | 0.000048  0.000048  0.000048  0.0 |  0.56 | 0.051679 |  0.05328 |  0.309493 | 0.000338 | 0.158293 |   1.4274 | 1.057995 | 0.0 | 0.0 | 0.0 | -28.041083 | 1.639171 | -1.865642 |  1.707395 | 2.616294 | 0.302812 |  0.122879   1.491218   1.938346  0.0 | -3.000336  -3.000337  -3.000337  0.0 | 133.223386 |  90.953052 | 759.729575 | 1297.376547 | 0.352673 |   653.74165 | 0.302812 |
    | 2017-02-28 00:00:00 |  4.6 |  2.7 | 0.0 | 0.0 | 0.0 |  2.16 | 0.5913  1.053  0.567  0.9882 | 0.5913  1.053  0.567  0.0 |  1.503589   0.475655   1.340308  0.0 | 0.453544  1.052728  0.566963  0.0 |  1.503589   0.475655   1.340308  0.0 | 0.0  0.0  0.0  0.0 |      23.0       23.0       23.0  0.0 | 0.000024  0.000024  0.000024  0.0 |  2.16 | 0.118646 | 0.179728 |  1.035474 |  0.00027 | 0.137477 |   0.9882 | 0.732428 | 0.0 | 0.0 | 0.0 |   -22.3903 | 1.478694 | -1.173991 |  0.863855 | 2.037909 | 0.235869 |  0.325746   2.122834   2.191075  0.0 |  -3.00036  -3.000361  -3.000361  0.0 |  133.10501 |  88.997463 | 756.330279 | 1274.986247 | 0.524292 |  560.831597 | 0.235869 |
    | 2017-03-01 00:00:00 |  3.7 |  1.6 | 0.0 | 0.0 | 0.0 |  1.28 | 0.4851  0.819  0.441  0.7938 | 0.4851  0.819  0.441  0.0 |  0.950974   0.496756   0.876129  0.0 | 0.384181  0.818947  0.440979  0.0 |  0.950974   0.496756   0.876129  0.0 | 0.0  0.0  0.0  0.0 | 18.500006  18.500006  18.500006  0.0 | 0.000019  0.000019  0.000019  0.0 |  1.28 | 0.123704 | 0.109695 |  0.704315 | 0.000052 | 0.100721 |   0.7938 | 0.585001 | 0.0 | 0.0 | 0.0 | -17.733027 | 1.354843 | -0.777866 |  0.854452 | 1.671672 | 0.193481 |   0.27059   2.087131   2.153967  0.0 | -3.000379   -3.00038   -3.00038  0.0 | 132.981359 |  87.533202 | 753.215697 | 1257.253219 | 0.374155 |  496.733086 | 0.193481 |
    | 2017-03-02 00:00:00 |  4.7 |  2.5 | 0.0 | 0.0 | 0.0 |   2.0 | 0.4851  0.819  0.441  0.7938 | 0.4851  0.819  0.441  0.0 |  1.532391   1.007092   1.460287  0.0 | 0.393841  0.818966  0.440983  0.0 |  1.532391   1.007092   1.460287  0.0 | 0.0  0.0  0.0  0.0 |      23.5       23.5       23.5  0.0 | 0.000024  0.000024  0.000024  0.0 |   2.0 | 0.250146 | 0.171594 |  1.189615 | 0.000034 | 0.091085 |   0.7938 | 0.585015 | 0.0 | 0.0 | 0.0 | -14.085734 | 1.258722 | -0.536004 |  0.989973 |  1.42704 | 0.165167 |  0.344358   2.261073   2.252696  0.0 | -3.000403  -3.000404  -3.000404  0.0 | 132.731246 |   86.28733 | 750.322084 | 1243.167486 | 0.573797 |  459.337453 | 0.165167 |
    | 2017-03-03 00:00:00 |  5.9 |  0.6 | 0.0 | 0.0 | 0.0 |  0.48 | 0.7623  1.287  0.693  1.2474 | 0.7623  1.287  0.693  0.0 |  0.289055   0.089404   0.242334  0.0 | 0.506024  1.286381  0.692918  0.0 |  0.289055   0.089404   0.242334  0.0 | 0.0  0.0  0.0  0.0 |      29.5       29.5       29.5  0.0 |  0.00003   0.00003   0.00003  0.0 |  0.48 | 0.022172 | 0.031671 |  0.198864 | 0.000616 | 0.255799 |   1.2474 | 0.919183 | 0.0 | 0.0 | 0.0 | -11.013523 | 1.182657 | -0.387586 |  0.621405 | 1.266115 | 0.146541 |  0.029279   1.365288   1.797444  0.0 | -3.000434  -3.000434  -3.000434  0.0 |  132.70969 |  85.532542 | 747.603332 | 1232.153963 | 0.151255 |  414.318109 | 0.146541 |
    | 2017-03-04 00:00:00 |  7.7 |  0.2 | 0.0 | 0.0 | 0.0 |  0.16 |  0.693   1.17   0.63   1.134 |  0.693   1.17   0.63  0.0 |  0.056033   0.000734   0.020474  0.0 | 0.287113  1.129003  0.629377  0.0 |  0.056033   0.000734   0.020474  0.0 | 0.0  0.0  0.0  0.0 |      38.5       38.5       38.5  0.0 |  0.00004   0.00004   0.00004  0.0 |  0.16 | 0.000192 | 0.006064 |  0.032231 | 0.040802 | 0.405138 |    1.134 | 0.835326 | 0.0 | 0.0 | 0.0 |  -7.753714 | 1.124948 | -0.225305 |  0.151035 | 1.051251 | 0.121673 | -0.153866   0.395552   1.307593  0.0 | -3.000473  -3.000474  -3.000474  0.0 |   132.7503 |  85.143838 | 745.017244 | 1224.400249 | 0.032452 |  361.558306 | 0.121673 |
    | 2017-03-05 00:00:00 |  6.3 |  1.7 | 0.0 | 0.0 | 0.0 |  1.36 | 0.5544  0.936  0.504  0.9072 | 0.5544  0.936  0.504  0.0 |  0.697906   0.001281   0.262456  0.0 |  0.32067  0.881557   0.50364  0.0 |  0.697906   0.001281   0.262456  0.0 | 0.0  0.0  0.0  0.0 |      31.5       31.5       31.5  0.0 | 0.000032  0.000032  0.000032  0.0 |  1.36 | 0.000326 | 0.074716 |  0.400478 | 0.054185 | 0.233302 |   0.9072 | 0.668344 | 0.0 | 0.0 | 0.0 |  -5.572837 | 1.082509 | -0.109325 |  0.235538 | 0.871449 | 0.100862 |  0.187557   0.872714   1.901496  0.0 | -3.000506  -3.000506  -3.000506  0.0 | 132.804159 |  84.651843 | 742.528717 | 1218.827412 | 0.197392 |  326.765863 | 0.100862 |
    | 2017-03-06 00:00:00 |  3.7 |  0.3 | 0.0 | 0.0 | 0.0 |  0.24 | 0.4158  0.702  0.378  0.6804 | 0.4158  0.702  0.378  0.0 |  0.132096   0.000231   0.068033  0.0 | 0.256414   0.66439  0.377897  0.0 |  0.132096   0.000231   0.068033  0.0 | 0.0  0.0  0.0  0.0 | 18.500006  18.500006  18.500006  0.0 | 0.000019  0.000019  0.000019  0.0 |  0.24 | 0.000062 | 0.014002 |   0.07773 | 0.037431 | 0.159097 |   0.6804 | 0.501298 | 0.0 | 0.0 | 0.0 |   -4.68543 | 1.047597 | -0.045774 |  0.217245 | 0.761317 | 0.088115 |  0.039047   0.448093   1.695566  0.0 | -3.000525  -3.000525  -3.000525  0.0 | 132.841528 |  84.227366 | 740.120448 | 1214.141982 | 0.057876 |   297.55886 | 0.088115 |
    | 2017-03-07 00:00:00 |  1.6 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.4851  0.819  0.441  0.7938 | 0.4851  0.819  0.441  0.0 |       0.0        0.0        0.0  0.0 | 0.203547  0.529923  0.440409  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |  8.006707   8.006707   8.006707  0.0 | 0.000008  0.000008  0.000008  0.0 |   0.0 | 0.000002 | 0.000001 |  0.000007 | 0.287697 | 0.281046 |   0.7938 | 0.584357 | 0.0 | 0.0 | 0.0 |  -3.618647 | 1.017809 |  0.008211 |  0.048878 | 0.652522 | 0.075523 |   -0.1645   -0.08183   1.255157  0.0 | -3.000533  -3.000533  -3.000533  0.0 | 133.129224 |  84.007718 | 737.780657 | 1210.523335 | 0.009006 |  266.775386 | 0.075523 |
    | 2017-03-08 00:00:00 |  4.0 |  1.8 | 0.0 | 0.0 | 0.0 |  1.44 | 0.4851  0.819  0.441  0.7938 | 0.4851  0.819  0.441  0.0 |  0.768023   0.000465   0.300985  0.0 | 0.289705  0.646837  0.440659  0.0 |  0.768023   0.000465   0.300985  0.0 | 0.0  0.0  0.0  0.0 | 20.000002  20.000002  20.000002  0.0 | 0.000021  0.000021  0.000021  0.0 |  1.44 | 0.000121 | 0.080286 |  0.442865 | 0.171337 | 0.195045 |   0.7938 | 0.584637 | 0.0 | 0.0 | 0.0 |  -2.832275 | 0.993403 |  0.048805 |  0.235396 | 0.568607 | 0.065811 |  0.217772   0.710868   1.953512  0.0 | -3.000553  -3.000554  -3.000554  0.0 |  133.30044 |   83.67458 | 735.496971 |  1207.69106 | 0.216475 |  251.960468 | 0.065811 |
    | 2017-03-09 00:00:00 |  5.6 |  8.9 | 0.0 | 0.0 | 0.0 |  7.12 | 0.3465  0.585  0.315   0.567 | 0.3465  0.585  0.315  0.0 |  6.358222   4.564114   6.159931  0.0 | 0.317377  0.584263  0.314994  0.0 |  6.358222   4.564114   6.159931  0.0 | 0.0  0.0  0.0  0.0 |      28.0       28.0       28.0  0.0 | 0.000029  0.000029  0.000029  0.0 |  7.12 | 1.131746 | 0.653857 |  5.068351 | 0.000734 | 0.029071 |    0.567 |  0.41791 | 0.0 | 0.0 | 0.0 |  -4.272741 | 0.968765 | -0.002088 |  2.918719 | 0.695224 | 0.080466 |  0.662173   2.682491   2.598587  0.0 | -3.000582  -3.000583  -3.000583  0.0 | 132.169428 |  82.563323 | 733.269925 | 1203.418319 | 2.366107 |  366.708119 | 0.080466 |
    | 2017-03-10 00:00:00 |  5.8 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.5544  0.936  0.504  0.9072 | 0.5544  0.936  0.504  0.0 |       0.0        0.0        0.0  0.0 |  0.47338   0.93593  0.503987  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      29.0       29.0       29.0  0.0 |  0.00003   0.00003   0.00003  0.0 |   0.0 | 0.000007 | 0.000003 |  0.000026 |  0.00007 |  0.08088 |   0.9072 | 0.668623 | 0.0 | 0.0 | 0.0 |  -5.429746 | 0.936832 | -0.206855 |   2.04578 | 1.110115 | 0.128486 |  0.188793   1.746561     2.0946  0.0 | -3.000612  -3.000612  -3.000612  0.0 | 132.169491 |  81.968929 | 731.116289 | 1197.988573 | 0.320353 |  404.456891 | 0.128486 |
    | 2017-03-11 00:00:00 |  5.7 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 |  0.693   1.17   0.63   1.134 |  0.693   1.17   0.63  0.0 |       0.0        0.0        0.0  0.0 | 0.342789  1.155723  0.629755  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      28.5       28.5       28.5  0.0 | 0.000029  0.000029  0.000029  0.0 |   0.0 | 0.000007 | 0.000003 |  0.000025 |  0.01421 | 0.349609 |    1.134 | 0.835486 | 0.0 | 0.0 | 0.0 |  -4.459975 | 0.906099 | -0.152966 |  0.277159 | 1.035198 | 0.119815 | -0.153996   0.590838   1.464845  0.0 | -3.000641  -3.000642  -3.000642  0.0 | 132.183693 |   81.71252 | 729.033302 | 1193.528598 | 0.043219 |  360.646602 | 0.119815 |
    | 2017-03-12 00:00:00 |  4.6 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.8316  1.404  0.756  1.3608 | 0.8316  1.404  0.756  0.0 |       0.0        0.0        0.0  0.0 | 0.194383  0.816565  0.748178  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      23.0       23.0       23.0  0.0 | 0.000024  0.000024  0.000024  0.0 |   0.0 | 0.000006 | 0.000002 |   0.00002 |  0.58466 | 0.636122 |   1.3608 | 1.000835 | 0.0 | 0.0 | 0.0 |  -2.439364 | 0.882571 | -0.051954 |  0.036508 | 0.856592 | 0.099143 | -0.348379  -0.225728   0.716667  0.0 | -3.000665  -3.000665  -3.000665  0.0 | 132.768347 |    81.8554 | 727.004404 | 1191.089235 | 0.006732 |  316.717644 | 0.099143 |
    | 2017-03-13 00:00:00 |  4.2 |  0.9 | 0.0 | 0.0 | 0.0 |  0.72 | 0.6237  1.053  0.567  1.0206 | 0.6237  1.053  0.567  0.0 |  0.198229   0.000023   0.002956  0.0 | 0.206806  0.450434   0.55268  0.0 |  0.198229   0.000023   0.002956  0.0 | 0.0  0.0  0.0  0.0 | 21.000001  21.000001  21.000001  0.0 | 0.000022  0.000022  0.000022  0.0 |  0.72 | 0.000011 | 0.019789 |  0.107385 | 0.599686 | 0.416176 |   1.0206 | 0.749624 | 0.0 | 0.0 | 0.0 |  -0.985518 | 0.867615 |   0.01552 |  0.059847 | 0.713692 | 0.082603 | -0.033414   0.043816    0.88103  0.0 | -3.000687  -3.000687  -3.000687  0.0 | 133.368022 |  81.833501 | 725.009887 | 1190.103717 |  0.05427 |  284.121264 | 0.082603 |
    | 2017-03-14 00:00:00 |  7.4 |  0.1 | 0.0 | 0.0 | 0.0 |  0.08 | 0.6237  1.053  0.567  1.0206 | 0.6237  1.053  0.567  0.0 |  0.023921   0.000002   0.000191  0.0 | 0.223965  0.377107   0.53518  0.0 |  0.023921   0.000002   0.000191  0.0 | 0.0  0.0  0.0  0.0 |      37.0       37.0       37.0  0.0 | 0.000038  0.000038  0.000038  0.0 |  0.08 |  0.00001 |  0.00239 |  0.012973 | 0.672621 | 0.399047 |   1.0206 | 0.747811 | 0.0 | 0.0 | 0.0 |   -0.58841 | 0.856106 |  0.061732 |  0.053867 | 0.612636 | 0.070907 |   -0.2013  -0.253294   0.425659  0.0 | -3.000725  -3.000725  -3.000725  0.0 | 134.040633 |  81.863836 | 723.041826 | 1189.515307 | 0.013376 |  257.003259 | 0.070907 |
    | 2017-03-15 00:00:00 |  6.3 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.8316  1.404  0.756  1.3608 | 0.8316  1.404  0.756  0.0 |       0.0        0.0        0.0  0.0 |  0.17181   0.21648  0.492003  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      31.5       31.5       31.5  0.0 | 0.000032  0.000032  0.000032  0.0 |   0.0 | 0.000008 | 0.000003 |  0.000028 | 1.181665 | 0.658651 |   1.3608 | 0.974798 | 0.0 | 0.0 | 0.0 |   0.431404 | 0.847402 |  0.102121 |  0.012499 | 0.526893 | 0.060983 |  -0.37311  -0.469774  -0.066344  0.0 | -3.000757  -3.000757  -3.000757  0.0 | 135.222289 |  82.200904 | 721.093775 | 1189.946712 | 0.000905 |  232.912657 | 0.060983 |
    | 2017-03-16 00:00:00 |  8.7 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.9702  1.638  0.882  1.5876 | 0.9702  1.638  0.882  0.0 |       0.0        0.0        0.0  0.0 | 0.116308  0.128068  0.249234  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      43.5       43.5       43.5  0.0 | 0.000045  0.000045  0.000045  0.0 |   0.0 | 0.000012 | 0.000005 |  0.000038 | 1.502285 | 0.852404 |   1.5876 | 1.105103 | 0.0 | 0.0 | 0.0 |   1.959173 | 0.844272 |  0.134237 |  0.000865 | 0.456746 | 0.052864 | -0.489418  -0.597842  -0.315578  0.0 | -3.000802  -3.000802  -3.000802  0.0 | 136.724563 |  82.765403 | 719.152919 | 1191.905884 | 0.000078 |  212.476723 | 0.052864 |
    | 2017-03-17 00:00:00 |  6.4 |  3.9 | 0.0 | 0.0 | 0.0 |  3.12 | 0.7623  1.287  0.693  1.2474 | 0.7623  1.287  0.693  0.0 |   1.81829   0.016203   0.251069  0.0 |  0.48493  0.989374  0.602564  0.0 |   1.81829   0.016203   0.251069  0.0 | 0.0  0.0  0.0  0.0 |      32.0       32.0       32.0  0.0 | 0.000033  0.000033  0.000033  0.0 |  3.12 | 0.004264 | 0.185195 |  1.008578 | 0.296092 | 0.276884 |   1.2474 | 0.909873 | 0.0 | 0.0 | 0.0 |   1.826619 | 0.845402 |  0.144937 |  0.495936 | 0.426814 |   0.0494 |  0.327363   1.516581   1.950789  0.0 | -3.000834  -3.000835  -3.000835  0.0 | 137.016391 |  82.579328 | 717.209465 | 1193.732503 | 0.512721 |  221.570641 |   0.0494 |
    | 2017-03-18 00:00:00 |  5.2 |  8.7 | 0.0 | 0.0 | 0.0 |  6.96 | 0.7623  1.287  0.693  1.2474 | 0.7623  1.287  0.693  0.0 |  6.071918   4.671916   5.753548  0.0 |    0.686  1.286933  0.692984  0.0 |  6.071918   4.671916   5.753548  0.0 | 0.0  0.0  0.0  0.0 |      26.0       26.0       26.0  0.0 | 0.000027  0.000027  0.000027  0.0 |  6.96 | 1.217153 | 0.610233 |  4.888821 | 0.000067 | 0.076168 |   1.2474 | 0.919393 | 0.0 | 0.0 | 0.0 |  -1.311351 | 0.838977 |  0.049099 |  3.135294 | 0.629423 |  0.07285 |  0.529445   2.517732   2.464257  0.0 | -3.000861  -3.000862  -3.000862  0.0 | 135.799305 |  81.674874 | 715.280782 | 1192.421152 | 2.266248 |  350.885026 |  0.07285 |
    | 2017-03-19 00:00:00 |  5.1 | 26.4 | 0.0 | 0.0 | 0.0 | 21.12 | 0.3465  0.585  0.315   0.567 | 0.3465  0.585  0.315  0.0 | 20.402677  20.093743   20.41012  0.0 | 0.337473  0.584999  0.314999  0.0 | 20.402677  20.093743   20.41012  0.0 | 0.0  0.0  0.0  0.0 |      25.5       25.5       25.5  0.0 | 0.000026  0.000026  0.000026  0.0 | 21.12 | 5.018852 | 1.959977 | 17.629126 | 0.000001 | 0.009011 |    0.567 | 0.417933 | 0.0 | 0.0 | 0.0 |  -8.139515 | 0.814351 | -0.818803 | 11.893085 | 1.890259 |  0.21878 |  0.909295    2.95899   2.859138  0.0 | -3.000887  -3.000888  -3.000888  0.0 | 130.780454 |  78.497929 | 713.408711 | 1184.281637 | 8.002289 |  835.613436 |  0.21878 |
    | 2017-03-20 00:00:00 |  8.7 | 11.5 | 0.0 | 0.0 | 0.0 |   9.2 | 0.4158  0.702  0.378  0.6804 | 0.4158  0.702  0.378  0.0 |  8.931919   8.697378   8.951398  0.0 | 0.406536  0.701998  0.377999  0.0 |  8.931919   8.697378   8.951398  0.0 | 0.0  0.0  0.0  0.0 |      43.5       43.5       43.5  0.0 | 0.000045  0.000045  0.000045  0.0 |   9.2 | 2.069001 | 0.779962 |  7.774871 | 0.000002 | 0.009249 |   0.6804 | 0.501522 | 0.0 | 0.0 | 0.0 | -18.977056 | 0.753789 | -3.380027 | 11.340174 | 4.346386 | 0.503054 |   0.77084   2.759614   2.729741  0.0 | -3.000932  -3.000932  -3.000932  0.0 | 128.711455 |  73.970295 | 711.675863 | 1165.304581 | 4.436986 | 1083.109475 | 0.503054 |
    | 2017-03-21 00:00:00 |  6.2 |  0.9 | 0.0 | 0.0 | 0.0 |  0.72 | 1.0395  1.755  0.945   1.701 | 1.0395  1.755  0.945  0.0 |  0.554074   0.276005    0.54812  0.0 | 0.842801  1.754558  0.944963  0.0 |  0.554074   0.276005    0.54812  0.0 | 0.0  0.0  0.0  0.0 |      31.0       31.0       31.0  0.0 | 0.000032  0.000032  0.000032  0.0 |  0.72 | 0.064687 | 0.043284 |  0.424713 |  0.00044 | 0.196425 |    1.701 | 1.253661 | 0.0 | 0.0 | 0.0 | -26.427986 | 0.659826 | -3.580128 |   4.10365 | 4.597817 | 0.532155 |  0.093965   1.449051   1.956658  0.0 | -3.000964  -3.000964  -3.000964  0.0 | 128.647207 |  70.213395 | 710.159021 | 1138.876595 | 0.758049 |  948.060744 | 0.532155 |
    | 2017-03-22 00:00:00 |  5.9 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 |  1.386   2.34   1.26   2.268 |  1.386   2.34   1.26  0.0 |       0.0        0.0        0.0  0.0 |  0.44338  1.687911  1.251505  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      29.5       29.5       29.5  0.0 |  0.00003   0.00003   0.00003  0.0 |   0.0 | 0.000007 | 0.000002 |  0.000027 | 0.649216 | 0.941357 |    2.268 | 1.669348 | 0.0 | 0.0 | 0.0 | -23.256808 | 0.565028 |  -2.01248 |  0.655351 | 3.389671 | 0.392323 | -0.349415  -0.238861   0.705152  0.0 | -3.000994  -3.000994  -3.000994  0.0 | 129.296416 |  68.859756 | 708.860106 | 1115.619787 | 0.102725 |  749.254446 | 0.392323 |
    | 2017-03-23 00:00:00 |  5.2 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 1.1088  1.872  1.008  1.8144 | 1.1088  1.872  1.008  0.0 |       0.0        0.0        0.0  0.0 | 0.139065  0.269901  0.749339  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      26.0       26.0       26.0  0.0 | 0.000027  0.000027  0.000027  0.0 |   0.0 | 0.000006 | 0.000002 |  0.000024 | 1.594881 | 0.968452 |   1.8144 | 1.309189 | 0.0 | 0.0 | 0.0 | -14.929771 | 0.498628 | -0.949559 |  0.086759 | 2.403287 | 0.278158 | -0.488481  -0.508762  -0.044186  0.0 | -3.001021  -3.001021  -3.001021  0.0 | 130.891291 |  68.629332 | 707.713834 | 1100.690016 | 0.015989 |   603.60987 | 0.278158 |
    | 2017-03-24 00:00:00 |  5.2 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 1.1088  1.872  1.008  1.8144 | 1.1088  1.872  1.008  0.0 |       0.0        0.0        0.0  0.0 | 0.087824  0.124879   0.28526  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      26.0       26.0       26.0  0.0 | 0.000027  0.000027  0.000027  0.0 |   0.0 | 0.000007 | 0.000002 |  0.000024 | 1.738985 | 1.019622 |   1.8144 | 1.263398 | 0.0 | 0.0 | 0.0 |  -7.562863 | 0.460728 |  -0.40626 |  0.014936 | 1.776885 | 0.205658 | -0.576305  -0.633641  -0.329447  0.0 | -3.001047  -3.001048  -3.001048  0.0 |  132.63027 |  69.012328 | 706.654689 | 1093.127152 | 0.001077 |  501.739048 | 0.205658 |
    | 2017-03-25 00:00:00 |  5.9 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.8316  1.404  0.756  1.3608 | 0.8316  1.404  0.756  0.0 |       0.0        0.0        0.0  0.0 |  0.04933  0.062903  0.109478  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      29.5       29.5       29.5  0.0 |  0.00003   0.00003   0.00003  0.0 |   0.0 | 0.000008 | 0.000002 |  0.000027 | 1.334658 | 0.781224 |   1.3608 | 0.937193 | 0.0 | 0.0 | 0.0 |  -2.511553 | 0.443157 | -0.128713 |  0.001019 | 1.373089 | 0.158922 | -0.625635  -0.696544  -0.438924  0.0 | -3.001078  -3.001078  -3.001078  0.0 |  133.96492 |  69.443258 | 705.635937 | 1090.615599 | 0.000084 |  427.989585 | 0.158922 |
    | 2017-03-26 00:00:00 |  6.7 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.9009  1.521  0.819  1.4742 | 0.9009  1.521  0.819  0.0 |       0.0        0.0        0.0  0.0 | 0.043676  0.052837  0.081045  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      33.5       33.5       33.5  0.0 | 0.000034  0.000034  0.000034  0.0 |   0.0 | 0.000009 | 0.000003 |   0.00003 | 1.460915 | 0.856065 |   1.4742 | 1.011517 | 0.0 | 0.0 | 0.0 |   0.744542 |  0.43774 |  0.021013 |  0.000095 | 1.097725 | 0.127051 | -0.669311  -0.749381  -0.519969  0.0 | -3.001112  -3.001112  -3.001112  0.0 | 135.425826 |  70.101463 |  704.62964 | 1091.360141 |  0.00002 |  372.251565 | 0.127051 |
    | 2017-03-27 00:00:00 |  7.0 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 1.1088  1.872  1.008  1.8144 | 1.1088  1.872  1.008  0.0 |       0.0        0.0        0.0  0.0 | 0.044308  0.051551  0.072326  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      35.0       35.0       35.0  0.0 | 0.000036  0.000036  0.000036  0.0 |   0.0 | 0.000009 | 0.000003 |  0.000031 | 1.811164 | 1.063029 |   1.8144 | 1.242128 | 0.0 | 0.0 | 0.0 |   3.500737 |  0.44109 |  0.116903 |  0.000035 | 0.900769 | 0.104256 | -0.713619  -0.800932  -0.592295  0.0 | -3.001148  -3.001148  -3.001148  0.0 | 137.236981 |  71.060848 |  703.61564 | 1094.860878 | 0.000016 |  328.837389 | 0.104256 |
    | 2017-03-28 00:00:00 |  8.3 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 1.3167  2.223  1.197  2.1546 | 1.3167  2.223  1.197  0.0 |       0.0        0.0        0.0  0.0 | 0.043338   0.04889  0.064076  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      41.5       41.5       41.5  0.0 | 0.000043  0.000043  0.000043  0.0 |   0.0 | 0.000011 | 0.000003 |  0.000037 | 2.162574 | 1.271573 |   2.1546 |  1.47271 | 0.0 | 0.0 | 0.0 |   6.056006 |  0.45237 |  0.183763 |  0.000035 |  0.75527 | 0.087415 | -0.756957  -0.849821  -0.656371  0.0 |  -3.00119  -3.001191  -3.001191  0.0 | 139.399544 |  72.289996 |  702.57571 | 1100.916884 | 0.000018 |  294.323641 | 0.087415 |
    | 2017-03-29 00:00:00 |  9.0 |  1.5 | 0.0 | 0.0 | 0.0 |   1.2 | 0.5544  0.936  0.504  0.9072 | 0.5544  0.936  0.504  0.0 |  0.260744   0.000022   0.000145  0.0 | 0.144545  0.238049  0.204349  0.0 |  0.260744   0.000022   0.000145  0.0 | 0.0  0.0  0.0  0.0 |      45.0       45.0       45.0  0.0 | 0.000046  0.000046  0.000046  0.0 |   1.2 | 0.000019 | 0.020618 |  0.144137 | 0.694141 |  0.40927 |   0.9072 | 0.637877 | 0.0 | 0.0 | 0.0 |   6.251415 | 0.468938 |  0.225499 |  0.060175 | 0.651654 | 0.075423 |  0.037755   0.112108   0.339136  0.0 | -3.001236  -3.001237  -3.001237  0.0 | 140.093666 |  72.669678 | 701.497691 |   1107.1683 |  0.08398 |  271.611989 | 0.075423 |
    | 2017-03-30 00:00:00 | 12.4 |  0.3 | 0.0 | 0.0 | 0.0 |  0.24 | 1.0395  1.755  0.945   1.701 | 1.0395  1.755  0.945  0.0 |  0.077205   0.000006    0.00005  0.0 | 0.398261  0.624941  0.601943  0.0 |  0.077205   0.000006    0.00005  0.0 | 0.0  0.0  0.0  0.0 |      62.0       62.0       62.0  0.0 | 0.000064  0.000064  0.000064  0.0 |  0.24 | 0.000019 | 0.006166 |  0.042688 | 1.123778 | 0.640314 |    1.701 | 1.217816 | 0.0 | 0.0 | 0.0 |   5.154592 | 0.482627 |  0.249367 |  0.098817 | 0.585597 | 0.067777 | -0.197711  -0.272839  -0.022857  0.0 |   -3.0013    -3.0013    -3.0013  0.0 | 141.217425 |   73.31188 | 700.388205 | 1112.322891 | 0.027851 |  253.044566 | 0.067777 |
    | 2017-03-31 00:00:00 | 15.0 |  0.2 | 0.0 | 0.0 | 0.0 |  0.16 | 1.8711  3.159  1.701  3.0618 | 1.8711  3.159  1.701  0.0 |  0.023669   0.000001   0.000007  0.0 |  0.34745  0.403594  0.470839  0.0 |  0.023669   0.000001   0.000007  0.0 | 0.0  0.0  0.0  0.0 |      75.0       75.0       75.0  0.0 | 0.000077  0.000077  0.000077  0.0 |  0.16 | 0.000022 | 0.001947 |  0.013104 | 2.739489 | 1.521404 |   3.0618 | 2.130331 | 0.0 | 0.0 | 0.0 |   7.035131 | 0.497329 |  0.271541 |  0.032277 | 0.522248 | 0.060445 |  -0.40883  -0.516434  -0.333702  0.0 | -3.001377  -3.001377  -3.001377  0.0 | 143.956892 |  74.854213 |  699.24492 | 1119.358023 | 0.008678 |  233.595201 | 0.060445 |
    | 2017-04-01 00:00:00 | 11.8 |  4.5 | 0.0 | 0.0 | 0.0 |   3.6 | 1.2825  1.755  0.945   1.728 | 1.2825  1.755  0.945  0.0 |  1.991787   0.031206   0.413562  0.0 | 0.874687  1.427268  0.831395  0.0 |  1.991787   0.031206   0.413562  0.0 | 0.0  0.0  0.0  0.0 |      59.0       59.0       59.0  0.0 |  0.00006   0.00006   0.00006  0.0 |   3.6 | 0.009008 | 0.168161 |  1.142252 | 0.325781 |   0.4072 |    1.728 | 1.385183 | 0.0 | 0.0 | 0.0 |     7.2343 | 0.518196 |  0.266384 |  0.575212 | 0.497227 | 0.057549 |  0.324696   1.625092   2.021341  0.0 | -3.001437  -3.001438  -3.001438  0.0 | 144.273665 |  75.100537 | 698.053664 | 1126.592323 | 0.575718 |  246.622906 | 0.057549 |
    | 2017-04-02 00:00:00 |  9.4 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 |  1.368  1.872  1.008  1.8432 |  1.368  1.872  1.008  0.0 |       0.0        0.0        0.0  0.0 | 0.609881   1.63864  1.005972  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      47.0       47.0       47.0  0.0 | 0.000048  0.000048  0.000048  0.0 |   0.0 | 0.000014 | 0.000004 |  0.000041 | 0.231963 | 0.756971 |   1.8432 | 1.489115 | 0.0 | 0.0 | 0.0 |   5.250603 | 0.533424 |  0.221602 |  0.497322 | 0.548607 | 0.063496 | -0.285185  -0.013547   1.015369  0.0 | -3.001485  -3.001486  -3.001486  0.0 | 144.505615 |  75.812394 | 696.827403 | 1131.842926 | 0.078437 |  248.233238 | 0.063496 |
    | 2017-04-03 00:00:00 |  8.1 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 |   1.71   2.34   1.26   2.304 |   1.71   2.34   1.26  0.0 |       0.0        0.0        0.0  0.0 | 0.226986  0.479726  1.028297  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      40.5       40.5       40.5  0.0 | 0.000041  0.000041  0.000041  0.0 |   0.0 | 0.000012 | 0.000004 |  0.000036 | 1.848904 | 1.480718 |    2.304 | 1.835601 | 0.0 | 0.0 | 0.0 |   7.144219 | 0.549096 |  0.228334 |  0.066256 | 0.510869 | 0.059128 | -0.512171  -0.493273  -0.012928  0.0 | -3.001527  -3.001527  -3.001527  0.0 | 146.354506 |  77.246894 | 695.565113 | 1138.987145 | 0.012216 |  230.345369 | 0.059128 |
    | 2017-04-04 00:00:00 |  7.9 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 1.7955  2.457  1.323  2.4192 | 1.7955  2.457  1.323  0.0 |       0.0        0.0        0.0  0.0 | 0.119526  0.160823  0.357304  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      39.5       39.5       39.5  0.0 |  0.00004   0.00004   0.00004  0.0 |   0.0 | 0.000012 | 0.000004 |  0.000035 | 2.281553 | 1.673299 |   2.4192 |  1.85564 | 0.0 | 0.0 | 0.0 |   9.609415 | 0.573031 |  0.240501 |   0.01142 | 0.453737 | 0.052516 | -0.631698  -0.654097  -0.370232  0.0 | -3.001567  -3.001568  -3.001568  0.0 | 148.636048 |  78.874175 | 694.247799 |  1148.59656 | 0.000831 |   212.86965 | 0.052516 |
    | 2017-04-05 00:00:00 |  7.5 |  0.4 | 0.0 | 0.0 | 0.0 |  0.32 | 1.4535  1.989  1.071  1.9584 | 1.4535  1.989  1.071  0.0 |  0.014437   0.000001   0.000008  0.0 | 0.119655  0.145225    0.2101  0.0 |  0.014437   0.000001   0.000008  0.0 | 0.0  0.0  0.0  0.0 |      37.5       37.5       37.5  0.0 | 0.000038  0.000038  0.000038  0.0 |  0.32 | 0.000012 | 0.001369 |  0.007877 | 1.831543 | 1.331654 |   1.9584 | 1.494297 | 0.0 | 0.0 | 0.0 |  10.508734 | 0.603579 |  0.243525 |  0.004788 | 0.405451 | 0.046927 |  -0.44579  -0.479323   -0.26034  0.0 | -3.001606  -3.001606  -3.001606  0.0 | 150.467579 |  80.146195 | 692.860261 | 1159.105294 | 0.003919 |  198.352954 | 0.046927 |
    | 2017-04-06 00:00:00 |  7.2 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 1.4535  1.989  1.071  1.9584 | 1.4535  1.989  1.071  0.0 |       0.0        0.0        0.0  0.0 | 0.126262  0.143892  0.175855  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      36.0       36.0       36.0  0.0 | 0.000037  0.000037  0.000037  0.0 |   0.0 | 0.000012 | 0.000004 |  0.000031 | 1.832414 | 1.325003 |   1.9584 | 1.490779 | 0.0 | 0.0 | 0.0 |  10.232765 | 0.635043 |  0.241776 |  0.003675 | 0.365665 | 0.042322 | -0.572052  -0.623215  -0.436195  0.0 | -3.001642  -3.001643  -3.001643  0.0 | 152.299981 |  81.395449 | 691.400393 | 1169.338059 | 0.000276 |  185.399554 | 0.042322 |
    | 2017-04-07 00:00:00 |  8.1 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 |  0.684  0.936  0.504  0.9216 |  0.684  0.936  0.504  0.0 |       0.0        0.0        0.0  0.0 | 0.042008  0.045656  0.053537  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      40.5       40.5       40.5  0.0 | 0.000041  0.000041  0.000041  0.0 |   0.0 | 0.000013 | 0.000004 |  0.000035 | 0.884052 | 0.640891 |   0.9216 | 0.698557 | 0.0 | 0.0 | 0.0 |   8.654271 |  0.66444 |  0.238202 |  0.000276 | 0.332639 |   0.0385 |  -0.61406  -0.668871  -0.489732  0.0 | -3.001684  -3.001684  -3.001684  0.0 | 153.184019 |  81.942318 | 689.872945 |  1177.99233 | 0.000035 |  174.862697 |   0.0385 |
    | 2017-04-08 00:00:00 |  8.6 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 1.1115  1.521  0.819  1.4976 | 1.1115  1.521  0.819  0.0 |       0.0        0.0        0.0  0.0 | 0.055215  0.058888  0.067521  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      43.0       43.0       43.0  0.0 | 0.000044  0.000044  0.000044  0.0 |   0.0 | 0.000014 | 0.000004 |  0.000037 | 1.451535 | 1.054446 |   1.4976 | 1.133114 | 0.0 | 0.0 | 0.0 |    7.43406 | 0.687454 |  0.236206 |  0.000059 | 0.304906 |  0.03529 | -0.669275  -0.727759  -0.557253  0.0 | -3.001728  -3.001728  -3.001728  0.0 | 154.635541 |  82.889239 | 688.292591 | 1185.426389 | 0.000013 |  165.067161 |  0.03529 |
    | 2017-04-09 00:00:00 | 10.5 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 2.1375  2.925  1.575    2.88 | 2.1375  2.925  1.575  0.0 |       0.0        0.0        0.0  0.0 | 0.078865  0.082498  0.092042  0.0 |       0.0        0.0        0.0  0.0 | 0.0  0.0  0.0  0.0 |      52.5       52.5       52.5  0.0 | 0.000054  0.000054  0.000054  0.0 |   0.0 | 0.000018 | 0.000006 |  0.000045 | 2.821047 | 2.054946 |     2.88 | 2.174944 | 0.0 | 0.0 | 0.0 |    9.45086 | 0.711923 |  0.232853 |  0.000036 | 0.278707 | 0.032258 |  -0.74814  -0.810258  -0.649295  0.0 | -3.001781  -3.001782  -3.001782  0.0 |  157.45657 |  84.821071 | 686.655986 | 1194.877249 | 0.000022 |  155.099459 | 0.032258 |

There is no violation of the water balance:

>>> round_(model.check_waterbalance(conditions))
0.0

.. _wland_wag_snowfall:

snowfall
________

This example shows the functionality of the simple, day-degree-based snow module.  We
activate the snow processes by making the entire time series 8 °C colder:

>>> er(False)
>>> inputs.t.series -= 8.0

The following results show how the snow layer builds up throughout most of the
simulation period and then suddenly melts due to relatively warm temperatures around
the beginning of April.  The differences between the three hydrological response
units' snow accumulation stem from differences in their interception parameterisations.
At the end of the melting period, the values of |SP| quickly drop to around -1 mm.
The regularisation of the day-degree threshold still allows further melting, but by
such a small amount, |SP| does not decrease in a relevant manner anymore:

.. integration-test::

    >>> test("wland_wag_snowfall", axis1=(fluxes.pc, states.sp), axis2=(inputs.t,))
    |                date |     t |    p | fxg | fxs | dhs |    pc |                           pe |                       pet |                                   tf |                                ei |                                rf |                                   sf |                                   pm |                                   am |    ps | pve |       pv |        pq | etve |      etv |       es |       et |  gr | fxs | fxg |        cdg | fgse |       fgs |       fqs |       rh |        r |                                   ic |                                   sp | dve |         dv | hge |          dg |        hq |          hs |   outlet |
    ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
    | 2017-02-10 00:00:00 | -10.8 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.3942  0.702  0.378  0.6588 | 0.3942  0.702  0.378  0.0 |       0.0        0.0        0.0  0.0 |      0.0  0.000001       0.0  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |       0.0        0.0        0.0  0.0 |       0.0        0.0        0.0  0.0 |   0.0 | 0.0 |      0.0 |       0.0 |  0.0 |  0.49406 | 0.000066 | 0.435763 | 0.0 | 0.0 | 0.0 |   7.689815 |  0.0 | -0.000107 |       0.0 |      0.0 |      0.0 |      -3.0  -3.000001       -3.0  0.0 |      -3.0       -3.0       -3.0  0.0 | nan | 140.493953 | nan | 1607.689815 |       0.0 |   -2.004788 |      0.0 |
    | 2017-02-11 00:00:00 |  -9.5 |  0.4 | 0.0 | 0.0 | 0.0 |  0.32 | 0.5256  0.936  0.504  0.8784 | 0.5256  0.936  0.504  0.0 |  0.000001        0.0        0.0  0.0 | 0.000001  0.000002  0.000001  0.0 |      0.0       0.0       0.0  0.0 |  0.000001        0.0        0.0  0.0 |       0.0        0.0        0.0  0.0 |       0.0        0.0        0.0  0.0 |  0.32 | 0.0 |      0.0 |       0.0 |  0.0 | 0.658704 | 0.000197 | 0.580983 | 0.0 | 0.0 | 0.0 |   5.794276 |  0.0 | -0.000114 |       0.0 |      0.0 |      0.0 | -2.680002  -2.680003  -2.680002  0.0 | -2.999999       -3.0       -3.0  0.0 | nan | 141.152544 | nan | 1613.484091 |       0.0 |   -1.690008 |      0.0 |
    | 2017-02-12 00:00:00 |  -8.9 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.4599  0.819  0.441  0.7686 | 0.4599  0.819  0.441  0.0 |       0.0        0.0        0.0  0.0 | 0.000002  0.000004  0.000002  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |       0.0        0.0        0.0  0.0 |       0.0        0.0        0.0  0.0 |   0.0 | 0.0 |      0.0 |       0.0 |  0.0 | 0.576325 | 0.000322 | 0.508328 | 0.0 | 0.0 | 0.0 |   4.967667 |  0.0 |  -0.00012 |       0.0 |      0.0 |      0.0 | -2.680004  -2.680007  -2.680004  0.0 | -2.999999       -3.0       -3.0  0.0 | nan | 141.728749 | nan | 1618.451759 |       0.0 |     -1.6956 |      0.0 |
    | 2017-02-13 00:00:00 |  -9.6 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.2628  0.468  0.252  0.4392 | 0.2628  0.468  0.252  0.0 |       0.0        0.0        0.0  0.0 | 0.000001  0.000002  0.000001  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |       0.0        0.0        0.0  0.0 |       0.0        0.0        0.0  0.0 |   0.0 | 0.0 |      0.0 |       0.0 |  0.0 | 0.329312 | 0.000179 | 0.290458 | 0.0 | 0.0 | 0.0 |   3.946817 |  0.0 | -0.000124 |       0.0 |      0.0 |      0.0 | -2.680005  -2.680009  -2.680005  0.0 | -2.999999       -3.0       -3.0  0.0 | nan | 142.057937 | nan | 1622.398575 |       0.0 |   -1.701255 |      0.0 |
    | 2017-02-14 00:00:00 |  -9.3 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.2628  0.468  0.252  0.4392 | 0.2628  0.468  0.252  0.0 |       0.0        0.0        0.0  0.0 | 0.000001  0.000002  0.000001  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |       0.0        0.0        0.0  0.0 |       0.0        0.0        0.0  0.0 |   0.0 | 0.0 |      0.0 |       0.0 |  0.0 | 0.329299 | 0.000174 | 0.290447 | 0.0 | 0.0 | 0.0 |   3.067335 |  0.0 | -0.000128 |       0.0 |      0.0 |      0.0 | -2.680007  -2.680011  -2.680006  0.0 | -2.999999       -3.0       -3.0  0.0 | nan | 142.387109 | nan | 1625.465911 |       0.0 |   -1.707061 |      0.0 |
    | 2017-02-15 00:00:00 |  -6.3 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.2628  0.468  0.252  0.4392 | 0.2628  0.468  0.252  0.0 |       0.0        0.0        0.0  0.0 | 0.000001  0.000002  0.000001  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |       0.0        0.0        0.0  0.0 |       0.0        0.0        0.0  0.0 |   0.0 | 0.0 |      0.0 |       0.0 |  0.0 | 0.329287 |  0.00017 | 0.290436 | 0.0 | 0.0 | 0.0 |   2.641578 |  0.0 | -0.000131 |       0.0 |      0.0 |      0.0 | -2.680008  -2.680013  -2.680007  0.0 | -2.999999       -3.0       -3.0  0.0 | nan | 142.716265 | nan | 1628.107489 |       0.0 |   -1.712991 |      0.0 |
    | 2017-02-16 00:00:00 |  -3.6 |  0.2 | 0.0 | 0.0 | 0.0 |  0.16 | 0.2628  0.468  0.252  0.4392 | 0.2628  0.468  0.252  0.0 |  0.000001        0.0        0.0  0.0 | 0.000002  0.000003  0.000002  0.0 |      0.0       0.0       0.0  0.0 |  0.000001        0.0        0.0  0.0 |  0.000008   0.000008   0.000008  0.0 |       0.0        0.0        0.0  0.0 |  0.16 | 0.0 |      0.0 |       0.0 |  0.0 | 0.329274 | 0.000244 | 0.290426 | 0.0 | 0.0 | 0.0 |   2.437909 |  0.0 | -0.000133 |       0.0 |      0.0 |      0.0 |  -2.52001  -2.520016  -2.520009  0.0 | -2.999999       -3.0       -3.0  0.0 | nan | 143.045405 | nan | 1630.545398 |       0.0 |   -1.559113 |      0.0 |
    | 2017-02-17 00:00:00 |  -3.5 |  4.5 | 0.0 | 0.0 | 0.0 |   3.6 | 0.1971  0.351  0.189  0.3294 | 0.1971  0.351  0.189  0.0 |  0.715908   0.000866   0.002554  0.0 | 0.045779  0.103421  0.056212  0.0 |      0.0       0.0       0.0  0.0 |  0.715908   0.000866   0.002554  0.0 |  0.000011   0.000011   0.000011  0.0 |       0.0        0.0        0.0  0.0 |   3.6 | 0.0 |      0.0 |       0.0 |  0.0 | 0.182336 | 0.186262 | 0.227378 | 0.0 | 0.0 | 0.0 |   2.124455 |  0.0 | -0.000439 |       0.0 | 0.000081 | 0.000009 |  0.318303   0.975698   1.021225  0.0 | -2.284091  -2.999134  -2.997446  0.0 | nan | 143.227302 | nan | 1632.669854 |       0.0 |    1.831218 | 0.000009 |
    | 2017-02-18 00:00:00 |  -4.6 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.1971  0.351  0.189  0.3294 | 0.1971  0.351  0.189  0.0 |       0.0        0.0        0.0  0.0 | 0.148002  0.341645    0.1863  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |       0.0        0.0        0.0  0.0 |       0.0        0.0        0.0  0.0 |   0.0 | 0.0 |      0.0 |       0.0 |  0.0 | 0.035641 | 0.329194 | 0.243745 | 0.0 | 0.0 | 0.0 |   1.289306 |  0.0 | -0.001104 |       0.0 | 0.000288 | 0.000033 |  0.170301   0.634053   0.834925  0.0 | -2.284091  -2.999134  -2.997446  0.0 | nan | 143.261839 | nan |  1633.95916 |       0.0 |      1.4389 | 0.000033 |
    | 2017-02-19 00:00:00 |  -3.2 |  3.2 | 0.0 | 0.0 | 0.0 |  2.56 | 0.2628  0.468  0.252  0.4392 | 0.2628  0.468  0.252  0.0 |  2.024091   0.452925   0.899571  0.0 | 0.221756   0.46542  0.251473  0.0 |      0.0       0.0       0.0  0.0 |  2.024091   0.452925   0.899571  0.0 |   0.00003    0.00003    0.00003  0.0 |  0.000001        0.0        0.0  0.0 |  2.56 | 0.0 |      0.0 |       0.0 |  0.0 | 0.028057 | 0.439137 |   0.3254 | 0.0 | 0.0 | 0.0 |   0.741599 |  0.0 | -0.001683 |       0.0 | 0.000542 | 0.000063 |  0.484454   2.275708    2.24388  0.0 |     -0.26   -2.54621  -2.097875  0.0 | nan | 143.288213 | nan | 1634.700759 |       0.0 |     3.45845 | 0.000063 |
    | 2017-02-20 00:00:00 |  -1.3 |  4.6 | 0.0 | 0.0 | 0.0 |  3.68 | 0.1971  0.351  0.189  0.3294 | 0.1971  0.351  0.189  0.0 |  3.340084   2.972153   3.208156  0.0 | 0.184112  0.350996  0.188997  0.0 | 0.584515  0.520127  0.561427  0.0 |  2.755569   2.452027   2.646728  0.0 |  0.018374   0.018374   0.018374  0.0 |  0.016188   0.000749   0.003776  0.0 |  3.68 | 0.0 | 0.163217 |  0.426309 |  0.0 | 0.008609 |   0.3294 | 0.244154 | 0.0 | 0.0 | 0.0 |   0.077963 |  0.0 |  -0.00681 |  0.237911 | 0.004239 | 0.000491 |  0.640258   2.632559   2.526728  0.0 |  2.479381  -0.094932   0.545078  0.0 | nan | 143.126795 | nan | 1634.778723 |  0.188399 |   17.954397 | 0.000491 |
    | 2017-02-21 00:00:00 |  -2.2 |  2.3 | 0.0 | 0.0 | 0.0 |  1.84 | 0.3942  0.702  0.378  0.6588 | 0.3942  0.702  0.378  0.0 |  1.642232    1.40921   1.619017  0.0 | 0.363822  0.701991  0.377995  0.0 |      0.0       0.0       0.0  0.0 |  1.642232    1.40921   1.619017  0.0 |  0.000888   0.000888   0.000888  0.0 |  0.000888   0.000771   0.000879  0.0 |  1.84 | 0.0 | 0.000241 |  0.000635 |  0.0 | 0.020137 |   0.6588 | 0.488293 | 0.0 | 0.0 | 0.0 |  -0.224331 |  0.0 | -0.018205 |  0.163343 | 0.015297 |  0.00177 |  0.474204   2.361358   2.369716  0.0 |  4.120725   1.313506   2.163216  0.0 | nan | 143.128486 | nan | 1634.554392 |  0.025691 |   25.571733 |  0.00177 |
    | 2017-02-22 00:00:00 |  -1.5 | 18.0 | 0.0 | 0.0 | 0.0 |  14.4 | 0.5256  0.936  0.504  0.8784 | 0.5256  0.936  0.504  0.0 | 13.588972  13.047709  13.564094  0.0 | 0.504684  0.935996  0.503997  0.0 | 1.698621  1.630964  1.695512  0.0 |  11.89035  11.416745  11.868583  0.0 |  0.009388   0.009388   0.009388  0.0 |  0.009388   0.009388   0.009388  0.0 |  14.4 | 0.0 | 0.477229 |  1.257895 |  0.0 | 0.013864 |   0.8784 | 0.651125 | 0.0 | 0.0 | 0.0 |  -1.073459 |  0.0 | -0.040783 |  0.729117 | 0.042462 | 0.004915 |  0.780548   2.777653   2.701624  0.0 | 16.001687  12.720863   14.02241  0.0 | nan | 142.624338 | nan | 1633.480933 |   0.55447 |   70.898442 | 0.004915 |
    | 2017-02-23 00:00:00 |  -3.0 | 19.2 | 0.0 | 0.0 | 0.0 | 15.36 | 0.3285  0.585  0.315   0.549 | 0.3285  0.585  0.315  0.0 | 14.927611  14.657305  14.932033  0.0 |  0.32204  0.584999  0.314999  0.0 |      0.0       0.0       0.0  0.0 | 14.927611  14.657305  14.932033  0.0 |   0.00006    0.00006    0.00006  0.0 |   0.00006    0.00006    0.00006  0.0 | 15.36 | 0.0 | 0.000017 |  0.000045 |  0.0 | 0.004282 |    0.549 | 0.406976 | 0.0 | 0.0 | 0.0 |  -1.508013 |  0.0 | -0.098935 |  0.479832 | 0.115959 | 0.013421 |  0.890896    2.89535   2.814592  0.0 | 30.929238  27.378109  28.954383  0.0 | nan | 142.529669 | nan |  1631.97292 |  0.074683 |   99.060204 | 0.013421 |
    | 2017-02-24 00:00:00 |  -5.0 |  0.4 | 0.0 | 0.0 | 0.0 |  0.32 | 0.5256  0.936  0.504  0.8784 | 0.5256  0.936  0.504  0.0 |   0.29452   0.228534   0.294819  0.0 | 0.495668  0.935979  0.503995  0.0 |      0.0       0.0       0.0  0.0 |   0.29452   0.228534   0.294819  0.0 |       0.0        0.0        0.0  0.0 |       0.0        0.0        0.0  0.0 |  0.32 | 0.0 |      0.0 |       0.0 |  0.0 | 0.019846 |   0.8784 | 0.651095 | 0.0 | 0.0 | 0.0 |  -1.074271 |  0.0 | -0.107896 |  0.063066 | 0.127939 | 0.014808 |  0.420708   2.050836   2.335778  0.0 | 31.223758  27.606643  29.249202  0.0 | nan | 142.441619 | nan | 1630.898649 |  0.011617 |   90.436856 | 0.014808 |
    | 2017-02-25 00:00:00 |  -4.9 |  8.3 | 0.0 | 0.0 | 0.0 |  6.64 | 0.3285  0.585  0.315   0.549 | 0.3285  0.585  0.315  0.0 |  6.067478   5.421404     6.0578  0.0 | 0.308294  0.584994  0.314997  0.0 |      0.0       0.0       0.0  0.0 |  6.067478   5.421404     6.0578  0.0 |       0.0        0.0        0.0  0.0 |       0.0        0.0        0.0  0.0 |  6.64 | 0.0 |      0.0 |       0.0 |  0.0 | 0.013395 |    0.549 | 0.406929 | 0.0 | 0.0 | 0.0 |  -0.802659 |  0.0 | -0.097266 |   0.01005 | 0.115108 | 0.013323 |  0.684936   2.684439   2.602981  0.0 | 37.291236  33.028046  35.307002  0.0 | nan | 142.357749 | nan |  1630.09599 |  0.001567 |   86.975487 | 0.013323 |
    | 2017-02-26 00:00:00 |  -0.9 |  5.3 | 0.0 | 0.0 | 0.0 |  4.24 | 0.2628  0.468  0.252  0.4392 | 0.2628  0.468  0.252  0.0 |  3.990644   3.797617   3.989321  0.0 | 0.251902  0.467998  0.251998  0.0 | 1.097427  1.044345  1.097063  0.0 |  2.893217   2.753272   2.892258  0.0 |  0.069591   0.069591   0.069591  0.0 |  0.069591   0.069591   0.069591  0.0 |  4.24 | 0.0 | 0.322456 |  0.860846 |  0.0 | 0.007225 |   0.4392 | 0.325562 | 0.0 | 0.0 | 0.0 |  -1.343159 |  0.0 | -0.103502 |   0.48992 | 0.123528 | 0.014297 |   0.68239   2.658825   2.601662  0.0 | 40.114862  35.711727  38.129669  0.0 | nan | 141.939015 | nan | 1628.752832 |  0.372493 |  104.041515 | 0.014297 |
    | 2017-02-27 00:00:00 |   1.4 |  0.7 | 0.0 | 0.0 | 0.0 |  0.56 | 0.8541  1.521  0.819  1.4274 | 0.8541  1.521  0.819  0.0 |  0.424023   0.206919   0.404342  0.0 | 0.695481   1.52066  0.818961  0.0 |  0.36042  0.175881   0.34369  0.0 |  0.063603   0.031038   0.060651  0.0 |  7.013137   7.013137   7.013137  0.0 |  7.013137   7.013137   7.013137  0.0 |  0.56 | 0.0 | 2.018492 |   5.49988 |  0.0 | 0.105272 |   1.4274 | 1.057673 | 0.0 | 0.0 | 0.0 |  -5.588805 |  0.0 | -0.244678 |  3.454986 |  0.29372 | 0.033995 |  0.122886   1.491245   1.938359  0.0 | 33.165329  28.729628  31.177183  0.0 | nan | 139.781118 | nan | 1623.164027 |  2.417387 |  246.992159 | 0.033995 |
    | 2017-02-28 00:00:00 |  -3.4 |  2.7 | 0.0 | 0.0 | 0.0 |  2.16 | 0.5913  1.053  0.567  0.9882 | 0.5913  1.053  0.567  0.0 |  1.504392    0.47563   1.340734  0.0 | 0.453722  1.052728  0.566963  0.0 |      0.0       0.0       0.0  0.0 |  1.504392    0.47563   1.340734  0.0 |  0.000016   0.000016   0.000016  0.0 |  0.000016   0.000016   0.000016  0.0 |  2.16 | 0.0 | 0.000004 |  0.000012 |  0.0 |  0.09131 |   0.9882 | 0.732152 | 0.0 | 0.0 | 0.0 |  -6.986349 |  0.0 | -0.581512 |   2.09011 | 0.667542 | 0.077262 |  0.324771   2.122887   2.190661  0.0 | 34.669705  29.205242  32.517902  0.0 | nan | 139.290911 | nan | 1616.177678 |  0.327289 |  291.557548 | 0.077262 |
    | 2017-03-01 00:00:00 |  -4.3 |  1.6 | 0.0 | 0.0 | 0.0 |  1.28 | 0.4851  0.819  0.441  0.7938 | 0.4851  0.819  0.441  0.0 |  0.950638   0.496883   0.875894  0.0 | 0.384072  0.818947  0.440979  0.0 |      0.0       0.0       0.0  0.0 |  0.950638   0.496883   0.875894  0.0 |  0.000001   0.000001   0.000001  0.0 |  0.000001   0.000001   0.000001  0.0 |  1.28 | 0.0 |      0.0 |  0.000001 |  0.0 | 0.067007 |   0.7938 | 0.584797 | 0.0 | 0.0 | 0.0 |  -5.141661 |  0.0 | -0.527092 |   0.28469 | 0.620293 | 0.071793 |  0.270061   2.087057   2.153788  0.0 | 35.620342  29.702125  33.393795  0.0 | nan | 138.830825 | nan | 1611.036017 |    0.0426 |  251.734125 | 0.071793 |
    | 2017-03-02 00:00:00 |  -3.3 |  2.5 | 0.0 | 0.0 | 0.0 |   2.0 | 0.4851  0.819  0.441  0.7938 | 0.4851  0.819  0.441  0.0 |  1.532013   1.007025   1.460138  0.0 | 0.393762  0.818966  0.440983  0.0 |      0.0       0.0       0.0  0.0 |  1.532013   1.007025   1.460138  0.0 |  0.000022   0.000022   0.000022  0.0 |  0.000022   0.000022   0.000022  0.0 |   2.0 | 0.0 | 0.000006 |  0.000016 |  0.0 | 0.060578 |   0.7938 |  0.58483 | 0.0 | 0.0 | 0.0 |  -3.848152 |  0.0 |  -0.39544 |  0.037064 | 0.486127 | 0.056265 |  0.344286   2.261066   2.252667  0.0 | 37.152333  30.709127  34.853911  0.0 | nan | 138.495957 | nan | 1607.187865 |  0.005552 |  213.011242 | 0.056265 |
    | 2017-03-03 00:00:00 |  -2.1 |  0.6 | 0.0 | 0.0 | 0.0 |  0.48 | 0.7623  1.287  0.693  1.2474 | 0.7623  1.287  0.693  0.0 |  0.289402   0.089199   0.242362  0.0 | 0.506544  1.286379  0.692918  0.0 |      0.0       0.0       0.0  0.0 |  0.289402   0.089199   0.242362  0.0 |  0.001244   0.001244   0.001244  0.0 |  0.001244   0.001244   0.001244  0.0 |  0.48 | 0.0 | 0.000333 |  0.000945 |  0.0 | 0.169804 |   1.2474 | 0.918664 | 0.0 | 0.0 | 0.0 |  -2.670526 |  0.0 |  -0.29642 |  0.005365 | 0.378466 | 0.043804 |   0.02834   1.365488   1.797386  0.0 | 37.440491  30.797082  35.095029  0.0 | nan | 138.369008 | nan | 1604.517339 |  0.001132 |   180.51131 | 0.043804 |
    | 2017-03-04 00:00:00 |  -0.3 |  0.2 | 0.0 | 0.0 | 0.0 |  0.16 |  0.693   1.17   0.63   1.134 |  0.693   1.17   0.63  0.0 |   0.05595    0.00074   0.020469  0.0 | 0.286734  1.129337  0.629377  0.0 | 0.023779  0.000315    0.0087  0.0 |  0.032171   0.000426    0.01177  0.0 |   0.45975    0.45975    0.45975  0.0 |   0.45975    0.45975    0.45975  0.0 |  0.16 | 0.0 | 0.127076 |  0.360613 |  0.0 | 0.282889 |    1.134 | 0.834492 | 0.0 | 0.0 | 0.0 |  -1.626971 |  0.0 |  -0.23439 |  0.205147 | 0.307353 | 0.035573 | -0.154345   0.395411    1.30754  0.0 | 37.012913  30.337758  34.647049  0.0 | nan |  138.29043 | nan | 1602.890369 |  0.156597 |  163.885236 | 0.035573 |
    | 2017-03-05 00:00:00 |  -1.7 |  1.7 | 0.0 | 0.0 | 0.0 |  1.36 | 0.5544  0.936  0.504  0.9072 | 0.5544  0.936  0.504  0.0 |  0.698929   0.001281   0.261303  0.0 | 0.321043  0.881519  0.503639  0.0 |  0.05242  0.000096  0.019598  0.0 |  0.646509   0.001185   0.241705  0.0 |   0.00479    0.00479    0.00479  0.0 |   0.00479    0.00479    0.00479  0.0 |  1.36 | 0.0 | 0.010618 |  0.028674 |  0.0 | 0.172811 |   0.9072 | 0.667859 | 0.0 | 0.0 | 0.0 |  -0.904049 |  0.0 | -0.204056 |  0.150484 | 0.271375 | 0.031409 |  0.185684   0.872611   1.902598  0.0 | 37.654632  30.334152  34.883965  0.0 | nan | 138.248567 | nan |  1601.98632 |  0.034787 |  149.144148 | 0.031409 |
    | 2017-03-06 00:00:00 |  -4.3 |  0.3 | 0.0 | 0.0 | 0.0 |  0.24 | 0.4158  0.702  0.378  0.6804 | 0.4158  0.702  0.378  0.0 |  0.131729   0.000233   0.068242  0.0 | 0.255806  0.664364  0.377898  0.0 |      0.0       0.0       0.0  0.0 |  0.131729   0.000233   0.068242  0.0 |  0.000001   0.000001   0.000001  0.0 |  0.000001   0.000001   0.000001  0.0 |  0.24 | 0.0 |      0.0 |  0.000001 |  0.0 | 0.118577 |   0.6804 | 0.500964 | 0.0 | 0.0 | 0.0 |   -0.67136 |  0.0 | -0.169514 |  0.030201 | 0.228525 |  0.02645 |  0.038148   0.448015   1.696458  0.0 |  37.78636  30.334384  34.952206  0.0 | nan |  138.19763 | nan |  1601.31496 |  0.004587 |  131.281781 |  0.02645 |
    | 2017-03-07 00:00:00 |  -6.4 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.4851  0.819  0.441  0.7938 | 0.4851  0.819  0.441  0.0 |       0.0        0.0        0.0  0.0 | 0.203191  0.530486  0.440412  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |       0.0        0.0        0.0  0.0 |       0.0        0.0        0.0  0.0 |   0.0 | 0.0 |      0.0 |       0.0 |  0.0 | 0.282605 |   0.7938 | 0.583733 | 0.0 | 0.0 | 0.0 |  -0.154897 |  0.0 | -0.137993 |  0.003992 |  0.18798 | 0.021757 | -0.165043  -0.082471   1.256047  0.0 |  37.78636  30.334384  34.952206  0.0 | nan | 138.342241 | nan | 1601.160063 |  0.000595 |  115.199074 | 0.021757 |
    | 2017-03-08 00:00:00 |  -4.0 |  1.8 | 0.0 | 0.0 | 0.0 |  1.44 | 0.4851  0.819  0.441  0.7938 | 0.4851  0.819  0.441  0.0 |  0.767668   0.000464   0.301544  0.0 | 0.289585  0.646574   0.44066  0.0 |      0.0       0.0       0.0  0.0 |  0.767668   0.000464   0.301544  0.0 |  0.000002   0.000002   0.000002  0.0 |  0.000002   0.000002   0.000002  0.0 |  1.44 | 0.0 | 0.000001 |  0.000002 |  0.0 | 0.186821 |   0.7938 | 0.584205 | 0.0 | 0.0 | 0.0 |   0.432682 |  0.0 | -0.114583 |  0.000516 | 0.156591 | 0.018124 |  0.217703   0.710492   1.953842  0.0 | 38.554027  30.334846  35.253748  0.0 | nan | 138.414478 | nan | 1601.592745 |  0.000081 |  102.987897 | 0.018124 |
    | 2017-03-09 00:00:00 |  -2.4 |  8.9 | 0.0 | 0.0 | 0.0 |  7.12 | 0.3465  0.585  0.315   0.567 | 0.3465  0.585  0.315  0.0 |  6.357955   4.562414   6.160028  0.0 | 0.317367  0.584261  0.314994  0.0 |      0.0       0.0       0.0  0.0 |  6.357955   4.562414   6.160028  0.0 |  0.000453   0.000453   0.000453  0.0 |  0.000453   0.000453   0.000453  0.0 |  7.12 | 0.0 | 0.000121 |  0.000344 |  0.0 | 0.019564 |    0.567 | 0.417849 | 0.0 | 0.0 | 0.0 |    0.09533 |  0.0 | -0.101595 |  0.000265 | 0.138736 | 0.016057 |  0.662381   2.683816    2.59882  0.0 | 44.911529  34.896808  41.413323  0.0 | nan | 138.332326 | nan | 1601.688075 |   0.00016 |   98.136737 | 0.016057 |
    | 2017-03-10 00:00:00 |  -2.2 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.5544  0.936  0.504  0.9072 | 0.5544  0.936  0.504  0.0 |       0.0        0.0        0.0  0.0 | 0.472491  0.935923  0.503987  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |  0.000888   0.000888   0.000888  0.0 |  0.000888   0.000888   0.000888  0.0 |   0.0 | 0.0 | 0.000237 |  0.000675 |  0.0 | 0.054342 |   0.9072 |  0.66845 | 0.0 | 0.0 | 0.0 |   -0.19591 |  0.0 | -0.089811 |  0.000522 | 0.122549 | 0.014184 |   0.18989   1.747893   2.094834  0.0 | 44.910641  34.895919  41.412435  0.0 | nan |  138.29662 | nan | 1601.492165 |  0.000312 |   87.167031 | 0.014184 |
    | 2017-03-11 00:00:00 |  -2.3 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 |  0.693   1.17   0.63   1.134 |  0.693   1.17   0.63  0.0 |       0.0        0.0        0.0  0.0 | 0.343246  1.155777  0.629754  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |  0.000634   0.000634   0.000634  0.0 |  0.000634   0.000634   0.000634  0.0 |   0.0 | 0.0 | 0.000169 |  0.000482 |  0.0 | 0.236647 |    1.134 | 0.834745 | 0.0 | 0.0 | 0.0 |   0.146758 |  0.0 | -0.075612 |  0.000544 | 0.102772 | 0.011895 | -0.153356   0.592116   1.465079  0.0 | 44.910007  34.895285  41.411801  0.0 | nan | 138.457485 | nan | 1601.638923 |   0.00025 |   77.586577 | 0.011895 |
    | 2017-03-12 00:00:00 |  -3.4 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.8316  1.404  0.756  1.3608 | 0.8316  1.404  0.756  0.0 |       0.0        0.0        0.0  0.0 | 0.194698  0.817472  0.748186  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |  0.000016   0.000016   0.000016  0.0 |  0.000016   0.000016   0.000016  0.0 |   0.0 | 0.0 | 0.000004 |  0.000012 |  0.0 | 0.616793 |   1.3608 | 0.999369 | 0.0 | 0.0 | 0.0 |   1.357399 |  0.0 | -0.064255 |  0.000218 | 0.086346 | 0.009994 | -0.348054  -0.225357   0.716893  0.0 | 44.909991   34.89527  41.411785  0.0 | nan | 139.010019 | nan | 1602.996321 |  0.000044 |   69.085516 | 0.009994 |
    | 2017-03-13 00:00:00 |  -3.8 |  0.9 | 0.0 | 0.0 | 0.0 |  0.72 | 0.6237  1.053  0.567  1.0206 | 0.6237  1.053  0.567  0.0 |  0.198347   0.000023   0.002959  0.0 | 0.206921  0.450687  0.552694  0.0 |      0.0       0.0       0.0  0.0 |  0.198347   0.000023   0.002959  0.0 |  0.000004   0.000004   0.000004  0.0 |  0.000004   0.000004   0.000004  0.0 |  0.72 | 0.0 | 0.000001 |  0.000003 |  0.0 | 0.476038 |   1.0206 | 0.748613 | 0.0 | 0.0 | 0.0 |   2.540835 |  0.0 | -0.055951 |   0.00004 | 0.073514 | 0.008509 | -0.033322   0.043933    0.88124  0.0 | 45.108334  34.895289   41.41474  0.0 | nan | 139.430105 | nan | 1605.537157 |  0.000007 |    62.64372 | 0.008509 |
    | 2017-03-14 00:00:00 |  -0.6 |  0.1 | 0.0 | 0.0 | 0.0 |  0.08 | 0.6237  1.053  0.567  1.0206 | 0.6237  1.053  0.567  0.0 |  0.023926   0.000002   0.000192  0.0 | 0.224008  0.377157  0.535218  0.0 | 0.008374  0.000001  0.000067  0.0 |  0.015552   0.000001   0.000125  0.0 |  0.184058   0.184058   0.184058  0.0 |  0.184058   0.184058   0.184058  0.0 |  0.08 | 0.0 | 0.051513 |  0.142727 |  0.0 | 0.489064 |   1.0206 | 0.746819 | 0.0 | 0.0 | 0.0 |   2.536926 |  0.0 | -0.051071 |   0.08114 |  0.06546 | 0.007576 | -0.201256  -0.253226   0.425829  0.0 | 44.939828  34.711233  41.230808  0.0 | nan | 139.816586 | nan | 1608.074082 |  0.061595 |   60.153736 | 0.007576 |
    | 2017-03-15 00:00:00 |  -1.7 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.8316  1.404  0.756  1.3608 | 0.8316  1.404  0.756  0.0 |       0.0        0.0        0.0  0.0 | 0.171825  0.216506  0.491942  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |   0.00479    0.00479    0.00479  0.0 |   0.00479    0.00479    0.00479  0.0 |   0.0 | 0.0 | 0.001311 |   0.00361 |  0.0 | 0.831078 |   1.3608 | 0.973123 | 0.0 | 0.0 | 0.0 |   3.394164 |  0.0 | -0.049285 |    0.0541 | 0.061762 | 0.007148 |  -0.37308  -0.469733  -0.066113  0.0 | 44.935038  34.706443  41.226018  0.0 | nan | 140.597068 | nan | 1611.468246 |  0.011105 |   56.182266 | 0.007148 |
    | 2017-03-16 00:00:00 |   0.7 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.9702  1.638  0.882  1.5876 | 0.9702  1.638  0.882  0.0 |       0.0        0.0        0.0  0.0 | 0.116317  0.128082   0.24938  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |  3.633659   3.633659   3.633659  0.0 |  3.633659   3.633659   3.633659  0.0 |   0.0 | 0.0 |  0.99956 |  2.734055 |  0.0 | 1.066607 |   1.5876 | 1.102989 | 0.0 | 0.0 | 0.0 |   2.878985 |  0.0 | -0.081073 |  1.561698 | 0.103155 | 0.011939 | -0.489398  -0.597814  -0.315493  0.0 |  41.30138  31.072784  37.592359  0.0 | nan | 140.583042 | nan | 1614.347231 |  1.183461 |  122.384791 | 0.011939 |
    | 2017-03-17 00:00:00 |  -1.6 |  3.9 | 0.0 | 0.0 | 0.0 |  3.12 | 0.7623  1.287  0.693  1.2474 | 0.7623  1.287  0.693  0.0 |  1.818305   0.016204   0.251108  0.0 | 0.484934  0.989385   0.60258  0.0 | 0.181831   0.00162  0.025111  0.0 |  1.636475   0.014584   0.225998  0.0 |  0.006707   0.006707   0.006707  0.0 |  0.006707   0.006707   0.006707  0.0 |  3.12 | 0.0 | 0.035379 |  0.086961 |  0.0 | 0.282536 |   1.2474 | 0.909218 | 0.0 | 0.0 | 0.0 |   1.689826 |  0.0 | -0.193294 |  1.066438 | 0.245864 | 0.028456 |  0.327363   1.516597   1.950818  0.0 | 42.931148  31.080661  37.811649  0.0 | nan | 140.636905 | nan | 1616.037057 |  0.203985 |  155.695365 | 0.028456 |
    | 2017-03-18 00:00:00 |  -2.8 |  8.7 | 0.0 | 0.0 | 0.0 |  6.96 | 0.7623  1.287  0.693  1.2474 | 0.7623  1.287  0.693  0.0 |  6.071366   4.668449   5.752613  0.0 | 0.685952  1.286933  0.692984  0.0 |      0.0       0.0       0.0  0.0 |  6.071366   4.668449   5.752613  0.0 |  0.000117   0.000117   0.000117  0.0 |  0.000117   0.000117   0.000117  0.0 |  6.96 | 0.0 | 0.000032 |  0.000088 |  0.0 | 0.050639 |   1.2474 | 0.919222 | 0.0 | 0.0 | 0.0 |    0.36498 |  0.0 | -0.206064 |  0.176668 | 0.260653 | 0.030168 |  0.530045   2.521214   2.465221  0.0 | 49.002396  35.748993  43.564145  0.0 | nan | 140.481447 | nan | 1616.402037 |  0.027405 |  147.944598 | 0.030168 |
    | 2017-03-19 00:00:00 |  -2.9 | 26.4 | 0.0 | 0.0 | 0.0 | 21.12 | 0.3465  0.585  0.315   0.567 | 0.3465  0.585  0.315  0.0 | 20.403164  20.097157  20.410956  0.0 |  0.33748  0.584999  0.314999  0.0 |      0.0       0.0       0.0  0.0 | 20.403164  20.097157  20.410956  0.0 |  0.000084   0.000084   0.000084  0.0 |  0.000084   0.000084   0.000084  0.0 | 21.12 | 0.0 | 0.000023 |  0.000063 |  0.0 | 0.005981 |    0.567 | 0.417913 | 0.0 | 0.0 | 0.0 |  -0.447377 |  0.0 | -0.196428 |  0.023744 | 0.249033 | 0.028823 |  0.909401   2.959059   2.859266  0.0 | 69.405477  55.846066  63.975018  0.0 | nan | 140.290977 | nan | 1615.954661 |  0.003723 |  148.546963 | 0.028823 |
    | 2017-03-20 00:00:00 |   0.7 | 11.5 | 0.0 | 0.0 | 0.0 |   9.2 | 0.4158  0.702  0.378  0.6804 | 0.4158  0.702  0.378  0.0 |  8.931992   8.697439   8.951484  0.0 | 0.406539  0.701998  0.377999  0.0 | 6.029094  5.870771  6.042252  0.0 |  2.902897   2.826668   2.909232  0.0 |  3.633659   3.633659   3.633659  0.0 |  3.633659   3.633659   3.633659  0.0 |   9.2 | 0.0 |   2.5851 |  7.289982 |  0.0 | 0.006142 |   0.6804 | 0.501501 | 0.0 | 0.0 | 0.0 |  -6.266008 |  0.0 | -0.367749 |  4.143194 | 0.444743 | 0.051475 |  0.770871   2.759622   2.729783  0.0 | 68.674715  55.039074  63.250591  0.0 | nan |  137.34427 | nan | 1609.688653 |  3.150511 |  321.628208 | 0.051475 |
    | 2017-03-21 00:00:00 |  -1.8 |  0.9 | 0.0 | 0.0 | 0.0 |  0.72 | 1.0395  1.755  0.945   1.701 | 1.0395  1.755  0.945  0.0 |  0.554083   0.276008   0.548137  0.0 | 0.842813  1.754558  0.944963  0.0 | 0.027704    0.0138  0.027407  0.0 |  0.526379   0.262208    0.52073  0.0 |   0.00342    0.00342    0.00342  0.0 |   0.00342    0.00342    0.00342  0.0 |  0.72 | 0.0 | 0.006957 |  0.020662 |  0.0 | 0.130596 |    1.701 | 1.253226 | 0.0 | 0.0 | 0.0 |  -9.260255 |  0.0 | -0.865979 |  2.736871 | 0.968083 | 0.112047 |  0.093974   1.449055   1.956683  0.0 | 69.197674  55.297862  63.767901  0.0 | nan |  136.60193 | nan | 1600.428398 |  0.434303 |  368.160072 | 0.112047 |
    | 2017-03-22 00:00:00 |  -2.1 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 |  1.386   2.34   1.26   2.268 |  1.386   2.34   1.26  0.0 |       0.0        0.0        0.0  0.0 | 0.443443  1.687918  1.251506  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |  0.001244   0.001244   0.001244  0.0 |  0.001244   0.001244   0.001244  0.0 |   0.0 | 0.0 | 0.000325 |  0.000952 |  0.0 |   0.8414 |    2.268 | 1.667114 | 0.0 | 0.0 | 0.0 |  -5.781196 |  0.0 |  -0.74228 |   0.37609 | 0.861676 | 0.099731 | -0.349469  -0.238863   0.705177  0.0 |  69.19643  55.296617  63.766657  0.0 | nan | 136.700725 | nan | 1594.647201 |  0.059165 |  308.502127 | 0.099731 |
    | 2017-03-23 00:00:00 |  -2.8 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 1.1088  1.872  1.008  1.8144 | 1.1088  1.872  1.008  0.0 |       0.0        0.0        0.0  0.0 | 0.139043    0.2699  0.749352  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |  0.000117   0.000117   0.000117  0.0 |  0.000117   0.000117   0.000117  0.0 |   0.0 | 0.0 | 0.000031 |   0.00009 |  0.0 | 1.174436 |   1.8144 | 1.306685 | 0.0 | 0.0 | 0.0 |  -1.053149 |  0.0 | -0.524882 |  0.050013 | 0.646294 | 0.074802 | -0.488511  -0.508763  -0.044175  0.0 | 69.196312    55.2965  63.766539  0.0 | nan | 137.350249 | nan | 1593.594052 |  0.009241 |  253.676421 | 0.074802 |
    | 2017-03-24 00:00:00 |  -2.8 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 1.1088  1.872  1.008  1.8144 | 1.1088  1.872  1.008  0.0 |       0.0        0.0        0.0  0.0 | 0.087815  0.124879  0.285267  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |  0.000117   0.000117   0.000117  0.0 |  0.000117   0.000117   0.000117  0.0 |   0.0 | 0.0 | 0.000031 |  0.000089 |  0.0 | 1.256401 |   1.8144 | 1.260739 | 0.0 | 0.0 | 0.0 |   2.300749 |  0.0 | -0.378206 |  0.008673 | 0.485696 | 0.056215 | -0.576326  -0.633641  -0.329442  0.0 | 69.196195  55.296383  63.766422  0.0 | nan | 138.228412 | nan | 1595.894801 |  0.000658 |  211.323296 | 0.056215 |
    | 2017-03-25 00:00:00 |  -2.1 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.8316  1.404  0.756  1.3608 | 0.8316  1.404  0.756  0.0 |       0.0        0.0        0.0  0.0 | 0.049326  0.062902  0.109479  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |  0.001244   0.001244   0.001244  0.0 |  0.001244   0.001244   0.001244  0.0 |   0.0 | 0.0 | 0.000333 |  0.000944 |  0.0 | 0.963385 |   1.3608 | 0.935147 | 0.0 | 0.0 | 0.0 |   3.858298 |  0.0 | -0.284367 |  0.001068 | 0.373556 | 0.043236 | -0.625652  -0.696544  -0.438921  0.0 |  69.19495  55.295138  63.765177  0.0 | nan | 138.907097 | nan | 1599.753099 |  0.000534 |  178.796491 | 0.043236 |
    | 2017-03-26 00:00:00 |  -1.3 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.9009  1.521  0.819  1.4742 | 0.9009  1.521  0.819  0.0 |       0.0        0.0        0.0  0.0 | 0.043673  0.052837  0.081045  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |  0.018374   0.018374   0.018374  0.0 |  0.018374   0.018374   0.018374  0.0 |   0.0 | 0.0 | 0.004972 |  0.013899 |  0.0 |  1.05513 |   1.4742 | 1.009265 | 0.0 | 0.0 | 0.0 |   4.584249 |  0.0 | -0.221539 |   0.00963 | 0.293384 | 0.033956 | -0.669325  -0.749381  -0.519966  0.0 | 69.176576  55.276764  63.746803  0.0 | nan | 139.735715 | nan | 1604.337348 |  0.004803 |  153.355058 | 0.033956 |
    | 2017-03-27 00:00:00 |  -1.0 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 1.1088  1.872  1.008  1.8144 | 1.1088  1.872  1.008  0.0 |       0.0        0.0        0.0  0.0 | 0.044305  0.051551  0.072326  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |      0.05       0.05       0.05  0.0 |      0.05       0.05       0.05  0.0 |   0.0 | 0.0 | 0.013701 |  0.037669 |  0.0 | 1.309215 |   1.8144 | 1.239311 | 0.0 | 0.0 | 0.0 |   5.734408 |  0.0 | -0.178642 |  0.024579 | 0.235261 | 0.027229 |  -0.71363  -0.800932  -0.592293  0.0 | 69.126576  55.226764  63.696803  0.0 | nan | 140.852587 | nan | 1610.071756 |  0.017893 |  133.103884 | 0.027229 |
    | 2017-03-28 00:00:00 |   0.3 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 1.3167  2.223  1.197  2.1546 | 1.3167  2.223  1.197  0.0 |       0.0        0.0        0.0  0.0 | 0.043336   0.04889  0.064076  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |   1.95975    1.95975    1.95975  0.0 |   1.95975    1.95975    1.95975  0.0 |   0.0 | 0.0 | 0.543815 |  1.470316 |  0.0 | 1.564757 |   2.1546 | 1.469342 | 0.0 | 0.0 | 0.0 |   6.218925 |  0.0 | -0.175601 |  0.849989 | 0.225907 | 0.026147 | -0.756966  -0.849821  -0.656369  0.0 | 67.166826  53.267014  61.737053  0.0 | nan | 141.697928 | nan |  1616.29068 |   0.63822 |  153.559421 | 0.026147 |
    | 2017-03-29 00:00:00 |   1.0 |  1.5 | 0.0 | 0.0 | 0.0 |   1.2 | 0.5544  0.936  0.504  0.9072 | 0.5544  0.936  0.504  0.0 |  0.261819   0.000022   0.000144  0.0 | 0.145048   0.23829  0.204229  0.0 | 0.196364  0.000017  0.000108  0.0 |  0.065455   0.000006   0.000036  0.0 |      5.05       5.05       5.05  0.0 |      5.05       5.05       5.05  0.0 |   1.2 | 0.0 | 1.434946 |  3.876383 |  0.0 |  0.50263 |   0.9072 | 0.636823 | 0.0 | 0.0 | 0.0 |   2.041401 |  0.0 | -0.316464 |  2.738758 | 0.385893 | 0.044664 |  0.036167   0.111866   0.339258  0.0 | 62.182281   48.21702  56.687089  0.0 | nan | 140.449148 | nan | 1618.332081 |  1.775845 |   254.80063 | 0.044664 |
    | 2017-03-30 00:00:00 |   4.4 |  0.3 | 0.0 | 0.0 | 0.0 |  0.24 | 1.0395  1.755  0.945   1.701 | 1.0395  1.755  0.945  0.0 |  0.076992   0.000006    0.00005  0.0 | 0.397284  0.624725  0.601946  0.0 | 0.076992  0.000006   0.00005  0.0 |       0.0        0.0        0.0  0.0 | 22.000001  22.000001  22.000001  0.0 | 22.000001  22.000001  22.000001  0.0 |  0.24 | 0.0 | 5.821864 | 16.806525 |  0.0 | 0.800726 |    1.701 | 1.216524 | 0.0 | 0.0 | 0.0 | -13.311877 |  0.0 | -1.276526 | 11.048775 | 1.293707 | 0.149735 |  -0.19811  -0.272865  -0.022737  0.0 | 40.182281  26.217019  34.687089  0.0 | nan | 134.151484 | nan | 1605.020205 |  7.533595 |  673.749457 | 0.149735 |
    | 2017-03-31 00:00:00 |   7.0 |  0.2 | 0.0 | 0.0 | 0.0 |  0.16 | 1.8711  3.159  1.701  3.0618 | 1.8711  3.159  1.701  0.0 |  0.023635   0.000001   0.000007  0.0 | 0.346981  0.403337  0.470543  0.0 | 0.023635  0.000001  0.000007  0.0 |       0.0        0.0        0.0  0.0 |      35.0       35.0       35.0  0.0 |      35.0  26.997037  34.733126  0.0 |  0.16 | 0.0 | 7.630219 | 25.719408 |  0.0 | 1.926155 |   3.0618 | 2.128824 | 0.0 | 0.0 | 0.0 | -38.277827 |  0.0 | -5.425129 | 21.725896 | 4.300822 |  0.49778 | -0.408725  -0.516202  -0.333287  0.0 |  5.182281  -0.780018  -0.046038  0.0 | nan | 123.022291 | nan | 1566.742378 | 11.527108 | 1281.127274 |  0.49778 |
    | 2017-04-01 00:00:00 |   3.8 |  4.5 | 0.0 | 0.0 | 0.0 |   3.6 | 1.2825  1.755  0.945   1.728 | 1.2825  1.755  0.945  0.0 |  1.991458   0.031201    0.41294  0.0 | 0.874786  1.427516  0.831579  0.0 | 1.991458  0.031201   0.41294  0.0 |       0.0        0.0        0.0  0.0 | 19.000004  19.000004  19.000004  0.0 |  6.070632   0.265646    0.91905  0.0 |   3.6 | 0.0 | 1.129231 |    4.0432 |  0.0 | 0.379567 |    1.728 | 1.384897 | 0.0 | 0.0 | 0.0 | -56.877056 |  0.0 | -8.792282 | 12.853784 | 6.500989 | 0.752429 |  0.325031   1.625081   2.022193  0.0 | -0.888352  -1.045664  -0.965088  0.0 | nan | 113.480345 | nan | 1509.865322 |  2.716524 | 1200.045558 | 0.752429 |
    | 2017-04-02 00:00:00 |   1.4 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 |  1.368  1.872  1.008  1.8432 |  1.368  1.872  1.008  0.0 |       0.0        0.0        0.0  0.0 | 0.610157  1.638809   1.00598  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |  7.013137   7.013137   7.013137  0.0 |  0.093468    0.05064   0.069833  0.0 |   0.0 | 0.0 |   0.0141 |  0.065566 |  0.0 | 0.581192 |   1.8432 | 1.488643 | 0.0 | 0.0 | 0.0 | -52.564603 |  0.0 | -5.209507 |   2.38752 | 4.527972 | 0.524071 | -0.285126  -0.013729   1.016213  0.0 |  -0.98182  -1.096304  -1.034921  0.0 | nan | 108.837929 | nan | 1457.300718 |   0.39457 |  859.052923 | 0.524071 |
    | 2017-04-03 00:00:00 |   0.1 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 |   1.71   2.34   1.26   2.304 |   1.71   2.34   1.26  0.0 |       0.0        0.0        0.0  0.0 | 0.227028  0.478953  1.029825  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |  1.298601   1.298601   1.298601  0.0 |  0.013671   0.008216   0.010807  0.0 |   0.0 | 0.0 | 0.002015 |  0.009935 |  0.0 | 1.604312 |    2.304 | 1.836311 | 0.0 | 0.0 | 0.0 | -34.536378 |  0.0 | -2.490448 |   0.34659 | 2.744565 | 0.317658 | -0.512154  -0.492682  -0.013612  0.0 | -0.995491   -1.10452  -1.045728  0.0 | nan | 107.949778 | nan | 1422.764341 |  0.057915 |  626.674783 | 0.317658 |
    | 2017-04-04 00:00:00 |  -0.1 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 1.7955  2.457  1.323  2.4192 | 1.7955  2.457  1.323  0.0 |       0.0        0.0        0.0  0.0 |  0.11953  0.161104  0.357493  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |  0.798601   0.798601   0.798601  0.0 |  0.008004   0.004904   0.006391  0.0 |   0.0 | 0.0 | 0.001184 |  0.005847 |  0.0 | 1.877132 |   2.4192 | 1.856697 | 0.0 | 0.0 | 0.0 | -17.113314 |  0.0 | -1.277204 |    0.0523 | 1.774606 | 0.205394 | -0.631684  -0.653786  -0.371105  0.0 | -1.003495  -1.109424  -1.052119  0.0 | nan | 108.548522 | nan | 1405.651027 |  0.011462 |  481.763297 | 0.205394 |
    | 2017-04-05 00:00:00 |  -0.5 |  0.4 | 0.0 | 0.0 | 0.0 |  0.32 | 1.4535  1.989  1.071  1.9584 | 1.4535  1.989  1.071  0.0 |  0.014442   0.000001   0.000008  0.0 | 0.119693  0.145417  0.209656  0.0 | 0.005416       0.0  0.000003  0.0 |  0.009026   0.000001   0.000005  0.0 |  0.251908   0.251908   0.251908  0.0 |   0.00251   0.001524   0.001978  0.0 |  0.32 | 0.0 | 0.000997 |  0.004513 |  0.0 | 1.499291 |   1.9584 | 1.495221 | 0.0 | 0.0 | 0.0 |  -5.906071 |  0.0 |   -0.7232 |  0.012092 | 1.235755 | 0.143027 | -0.445819  -0.479203  -0.260769  0.0 | -0.996979  -1.110948  -1.054091  0.0 | nan | 109.323616 | nan | 1399.744956 |  0.003883 |  387.036535 | 0.143027 |
    | 2017-04-06 00:00:00 |  -0.8 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 1.4535  1.989  1.071  1.9584 | 1.4535  1.989  1.071  0.0 |       0.0        0.0        0.0  0.0 | 0.126246  0.143939  0.175637  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |  0.096611   0.096611   0.096611  0.0 |  0.000977   0.000582   0.000754  0.0 |   0.0 | 0.0 | 0.000148 |  0.000703 |  0.0 | 1.495345 |   1.9584 | 1.491825 | 0.0 | 0.0 | 0.0 |   0.388821 |  0.0 | -0.443999 |  0.003686 | 0.909769 | 0.105297 | -0.572065  -0.623143  -0.436406  0.0 | -0.997956   -1.11153  -1.054845  0.0 | nan | 110.374813 | nan | 1400.133777 |  0.000901 |  320.189924 | 0.105297 |
    | 2017-04-07 00:00:00 |   0.1 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 |  0.684  0.936  0.504  0.9216 |  0.684  0.936  0.504  0.0 |       0.0        0.0        0.0  0.0 | 0.042005  0.045667  0.053494  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |  1.298601   1.298601   1.298601  0.0 |  0.012731   0.007674   0.009889  0.0 |   0.0 | 0.0 | 0.001955 |   0.00917 |  0.0 | 0.722561 |   0.9216 | 0.699098 | 0.0 | 0.0 | 0.0 |   2.791244 |  0.0 | -0.290416 |  0.006004 | 0.697794 | 0.080763 |  -0.61407   -0.66881    -0.4899  0.0 | -1.010687  -1.119204  -1.064735  0.0 | nan | 110.805004 | nan | 1402.925021 |  0.004067 |  271.865469 | 0.080763 |
    | 2017-04-08 00:00:00 |   0.6 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 1.1115  1.521  0.819  1.4976 | 1.1115  1.521  0.819  0.0 |       0.0        0.0        0.0  0.0 | 0.055216  0.058908  0.067484  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |  3.184058   3.184058   3.184058  0.0 |   0.02841    0.01775   0.022512  0.0 |   0.0 | 0.0 | 0.004452 |  0.020615 |  0.0 | 1.187863 |   1.4976 | 1.134046 | 0.0 | 0.0 | 0.0 |   4.085266 |  0.0 | -0.199074 |   0.01487 |  0.55286 | 0.063988 | -0.669285  -0.727717  -0.557384  0.0 | -1.039097  -1.136954  -1.087247  0.0 | nan | 111.789341 | nan | 1407.010288 |  0.009812 |  234.674332 | 0.063988 |
    | 2017-04-09 00:00:00 |   2.5 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 2.1375  2.925  1.575    2.88 | 2.1375  2.925  1.575  0.0 |       0.0        0.0        0.0  0.0 | 0.078862  0.082511  0.091998  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 | 12.500323  12.500323  12.500323  0.0 |  0.085534   0.058395   0.071093  0.0 |   0.0 | 0.0 | 0.014051 |  0.063302 |  0.0 | 2.312507 |     2.88 | 2.176876 | 0.0 | 0.0 | 0.0 |   7.970045 |  0.0 | -0.142733 |  0.046607 | 0.447607 | 0.051806 | -0.748147  -0.810228  -0.649382  0.0 | -1.124631  -1.195348   -1.15834  0.0 | nan | 113.945063 | nan | 1414.980333 |  0.026507 |  205.403207 | 0.051806 |

There is no violation of the water balance:

>>> round_(model.check_waterbalance(conditions))
0.0

.. _wland_wag_backwater_effects:

backwater effects
_________________

To model backwater effects as mentioned above, one must "disable" the unidirectional
calculation of the runoff height by not setting or removing an existing discharge
submodel:

>>> del model.dischargemodel

Next, we must add a submodel that complies with the |WaterLevelModel_V1| interface.
We apply |exch_waterlevel|, which makes the downstream water level available via a
remote node:

>>> with model.add_waterlevelmodel_v1("exch_waterlevel"):
...     pass

We create such a node and build the required connections:

>>> from hydpy import Node
>>> waterlevel = Node("waterlevel", variable="WaterLevel")
>>> land = Element("land", outlets="outlet", receivers=waterlevel)
>>> land.model.connect()
>>> test.hydpy.update_devices(nodes=("outlet", waterlevel), elements=land)

Usually, the remote node would receive its data from a downstream model like |dam_pump|
or |sw1d_storage|.  Here, we simplify things by directly defining the downstream
location's water level time series by reusing the tabulated results of the
:ref:`wland_wag_snowfall` example:

>>> waterlevel.prepare_simseries()
>>> waterlevel.deploymode = "oldsim"
>>> waterlevel.sequences.sim.series = [
...     -1.955539, -1.593272, -1.554112, -1.514237, -1.474332, -1.434671, -1.237946,
...     2.127124, 1.721998, 3.728419, 18.207013, 25.802253, 71.102022, 99.231277,
...     90.580027, 87.096102, 104.142108, 247.067521, 291.608204, 251.76909,
...     213.036118, 180.529412, 163.8984, 149.153668, 131.288692, 115.204072,
...     102.991454, 98.139161, 87.168564, 77.587424, 69.085831, 62.643619, 60.153237,
...     56.181454, 122.382442, 155.691919, 147.940892, 148.543172, 321.621321,
...     368.151976, 308.494631, 253.669569, 211.316972, 178.790605, 153.349539,
...     133.098674, 153.5539, 254.793577, 673.736602, 1281.108691, 1200.030141,
...     859.04159, 626.665696, 481.755443, 387.029438, 320.183349, 271.859287,
...     234.668462, 205.397587]

We need to convert the unit from mm (used by |wland_wag|) to m (specified by the
|WaterLevelModel_V1| interface):

>>> waterlevel.sequences.sim.series /= 1000.0

Despite inserting the water levels taken from the result table of the
:ref:`wland_wag_snowfall` example, some relevant deviations in the other properties
arise because the (externally defined) surface water level is kept constant within each
simulation step.   So, these deviations indicate numerical inaccuracy and could be
reduced by setting a smaller simulation step size.  Also, note that sequence |DHS| now
contains all externally defined water level changes, which is a measure for these
inaccuracies and helps keep track of the water balance:

.. integration-test::

    >>> test("wland_wag_backwater_effects",
    ...      axis1=(fluxes.pc, states.sp), axis2=(inputs.t,))
    |                date |     t |    p | fxg | fxs |         dhs |    pc |                           pe |                       pet |                                   tf |                                ei |                                rf |                                   sf |                                   pm |                                   am |    ps | pve |       pv |        pq | etve |      etv |       es |       et |  gr | fxs | fxg |        cdg | fgse |       fgs |       fqs |        rh |         r |                                   ic |                                   sp | dve |         dv | hge |          dg |        hq |          hs |    outlet |
    -----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
    | 2017-02-10 00:00:00 | -10.8 |  0.0 | 0.0 | 0.0 |    0.044461 |   0.0 | 0.3942  0.702  0.378  0.6588 | 0.3942  0.702  0.378  0.0 |       0.0        0.0        0.0  0.0 |      0.0  0.000001       0.0  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |       0.0        0.0        0.0  0.0 |       0.0        0.0        0.0  0.0 |   0.0 | 0.0 |      0.0 |       0.0 |  0.0 |  0.49406 | 0.000067 | 0.435763 | 0.0 | 0.0 | 0.0 |   7.689815 |  0.0 | -0.000107 |       0.0 | -0.000096 | -0.000011 |      -3.0  -3.000001       -3.0  0.0 |      -3.0       -3.0       -3.0  0.0 | nan | 140.493953 | nan | 1607.689815 |       0.0 |   -1.955539 | -0.000011 |
    | 2017-02-11 00:00:00 |  -9.5 |  0.4 | 0.0 | 0.0 |    0.362267 |  0.32 | 0.5256  0.936  0.504  0.8784 | 0.5256  0.936  0.504  0.0 |  0.000001        0.0        0.0  0.0 | 0.000001  0.000002  0.000001  0.0 |      0.0       0.0       0.0  0.0 |  0.000001        0.0        0.0  0.0 |       0.0        0.0        0.0  0.0 |       0.0        0.0        0.0  0.0 |  0.32 | 0.0 |      0.0 |       0.0 |  0.0 | 0.658704 |  0.00011 | 0.580981 | 0.0 | 0.0 | 0.0 |   5.794276 |  0.0 | -0.000114 |       0.0 |  0.006297 |  0.000729 | -2.680002  -2.680003  -2.680002  0.0 | -2.999999       -3.0       -3.0  0.0 | nan | 141.152544 | nan | 1613.484091 |       0.0 |   -1.593272 |  0.000729 |
    | 2017-02-12 00:00:00 |  -8.9 |  0.0 | 0.0 | 0.0 |     0.03916 |   0.0 | 0.4599  0.819  0.441  0.7686 | 0.4599  0.819  0.441  0.0 |       0.0        0.0        0.0  0.0 | 0.000002  0.000004  0.000002  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |       0.0        0.0        0.0  0.0 |       0.0        0.0        0.0  0.0 |   0.0 | 0.0 |      0.0 |       0.0 |  0.0 | 0.576325 | 0.000508 | 0.508331 | 0.0 | 0.0 | 0.0 |   4.967667 |  0.0 |  -0.00012 |       0.0 | -0.000116 | -0.000013 | -2.680004  -2.680007  -2.680004  0.0 | -2.999999       -3.0       -3.0  0.0 | nan | 141.728749 | nan | 1618.451759 |       0.0 |   -1.554112 | -0.000013 |
    | 2017-02-13 00:00:00 |  -9.6 |  0.0 | 0.0 | 0.0 |    0.039875 |   0.0 | 0.2628  0.468  0.252  0.4392 | 0.2628  0.468  0.252  0.0 |       0.0        0.0        0.0  0.0 | 0.000001  0.000002  0.000001  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |       0.0        0.0        0.0  0.0 |       0.0        0.0        0.0  0.0 |   0.0 | 0.0 |      0.0 |       0.0 |  0.0 | 0.329312 | 0.000347 | 0.290461 | 0.0 | 0.0 | 0.0 |   3.946816 |  0.0 | -0.000124 |       0.0 | -0.000117 | -0.000013 | -2.680005  -2.680009  -2.680005  0.0 | -2.999999       -3.0       -3.0  0.0 | nan | 142.057937 | nan | 1622.398575 |       0.0 |   -1.514237 | -0.000013 |
    | 2017-02-14 00:00:00 |  -9.3 |  0.0 | 0.0 | 0.0 |    0.039905 |   0.0 | 0.2628  0.468  0.252  0.4392 | 0.2628  0.468  0.252  0.0 |       0.0        0.0        0.0  0.0 | 0.000001  0.000002  0.000001  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |       0.0        0.0        0.0  0.0 |       0.0        0.0        0.0  0.0 |   0.0 | 0.0 |      0.0 |       0.0 |  0.0 | 0.329299 | 0.000417 | 0.290452 | 0.0 | 0.0 | 0.0 |   3.067334 |  0.0 | -0.000128 |       0.0 | -0.000121 | -0.000014 | -2.680007  -2.680011  -2.680006  0.0 | -2.999999       -3.0       -3.0  0.0 | nan | 142.387108 | nan | 1625.465909 |       0.0 |   -1.474332 | -0.000014 |
    | 2017-02-15 00:00:00 |  -6.3 |  0.0 | 0.0 | 0.0 |    0.039661 |   0.0 | 0.2628  0.468  0.252  0.4392 | 0.2628  0.468  0.252  0.0 |       0.0        0.0        0.0  0.0 | 0.000001  0.000002  0.000001  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |       0.0        0.0        0.0  0.0 |       0.0        0.0        0.0  0.0 |   0.0 | 0.0 |      0.0 |       0.0 |  0.0 | 0.329287 | 0.000501 | 0.290442 | 0.0 | 0.0 | 0.0 |   2.641577 |  0.0 | -0.000131 |       0.0 | -0.000126 | -0.000015 | -2.680008  -2.680013  -2.680007  0.0 | -2.999999       -3.0       -3.0  0.0 | nan | 142.716264 | nan | 1628.107486 |       0.0 |   -1.434671 | -0.000015 |
    | 2017-02-16 00:00:00 |  -3.6 |  0.2 | 0.0 | 0.0 |    0.196725 |  0.16 | 0.2628  0.468  0.252  0.4392 | 0.2628  0.468  0.252  0.0 |  0.000001        0.0        0.0  0.0 | 0.000002  0.000003  0.000002  0.0 |      0.0       0.0       0.0  0.0 |  0.000001        0.0        0.0  0.0 |  0.000008   0.000008   0.000008  0.0 |       0.0        0.0        0.0  0.0 |  0.16 | 0.0 |      0.0 |       0.0 |  0.0 | 0.329274 | 0.000601 | 0.290433 | 0.0 | 0.0 | 0.0 |   2.437907 |  0.0 | -0.000134 |       0.0 |   0.00307 |  0.000355 |  -2.52001  -2.520016  -2.520009  0.0 | -2.999999       -3.0       -3.0  0.0 | nan | 143.045404 | nan | 1630.545393 |       0.0 |   -1.237946 |  0.000355 |
    | 2017-02-17 00:00:00 |  -3.5 |  4.5 | 0.0 | 0.0 |     3.36507 |   3.6 | 0.1971  0.351  0.189  0.3294 | 0.1971  0.351  0.189  0.0 |  0.715908   0.000866   0.002554  0.0 | 0.045779  0.103421  0.056212  0.0 |      0.0       0.0       0.0  0.0 |  0.715908   0.000866   0.002554  0.0 |  0.000011   0.000011   0.000011  0.0 |       0.0        0.0        0.0  0.0 |   3.6 | 0.0 |      0.0 |       0.0 |  0.0 | 0.182336 | 0.001111 | 0.223675 | 0.0 | 0.0 | 0.0 |   2.124722 |  0.0 | -0.000137 |       0.0 |  0.071857 |  0.008317 |  0.318303   0.975698   1.021225  0.0 | -2.284091  -2.999134  -2.997446  0.0 | nan | 143.227603 | nan | 1632.670114 |       0.0 |    2.127124 |  0.008317 |
    | 2017-02-18 00:00:00 |  -4.6 |  0.0 | 0.0 | 0.0 |   -0.405126 |   0.0 | 0.1971  0.351  0.189  0.3294 | 0.1971  0.351  0.189  0.0 |       0.0        0.0        0.0  0.0 | 0.148002  0.341645    0.1863  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |       0.0        0.0        0.0  0.0 |       0.0        0.0        0.0  0.0 |   0.0 | 0.0 |      0.0 |       0.0 |  0.0 | 0.035641 | 0.329381 | 0.243749 | 0.0 | 0.0 | 0.0 |   1.289646 |  0.0 | -0.001441 |       0.0 | -0.007859 |  -0.00091 |  0.170301   0.634053   0.834925  0.0 | -2.284091  -2.999134  -2.997446  0.0 | nan | 143.261802 | nan |  1633.95976 |       0.0 |    1.721998 |  -0.00091 |
    | 2017-02-19 00:00:00 |  -3.2 |  3.2 | 0.0 | 0.0 |    2.006421 |  2.56 | 0.2628  0.468  0.252  0.4392 | 0.2628  0.468  0.252  0.0 |  2.024091   0.452925   0.899571  0.0 | 0.221756   0.46542  0.251473  0.0 |      0.0       0.0       0.0  0.0 |  2.024091   0.452925   0.899571  0.0 |   0.00003    0.00003    0.00003  0.0 |  0.000001        0.0        0.0  0.0 |  2.56 | 0.0 |      0.0 |       0.0 |  0.0 | 0.028057 | 0.439039 | 0.325398 | 0.0 | 0.0 | 0.0 |   0.741761 |  0.0 | -0.001173 |       0.0 |  0.041385 |   0.00479 |  0.484454   2.275708    2.24388  0.0 |     -0.26   -2.54621  -2.097875  0.0 | nan | 143.288687 | nan | 1634.701521 |       0.0 |    3.728419 |   0.00479 |
    | 2017-02-20 00:00:00 |  -1.3 |  4.6 | 0.0 | 0.0 |   14.478594 |  3.68 | 0.1971  0.351  0.189  0.3294 | 0.1971  0.351  0.189  0.0 |  3.340084   2.972153   3.208156  0.0 | 0.184112  0.350996  0.188997  0.0 | 0.584515  0.520127  0.561427  0.0 |  2.755569   2.452027   2.646728  0.0 |  0.018374   0.018374   0.018374  0.0 |  0.016188   0.000749   0.003776  0.0 |  3.68 | 0.0 |  0.16322 |  0.426306 |  0.0 | 0.008609 |   0.3294 | 0.244154 | 0.0 | 0.0 | 0.0 |   0.084198 |  0.0 | -0.002583 |   0.23791 |  0.297885 |  0.034477 |  0.640258   2.632559   2.526728  0.0 |  2.479381  -0.094932   0.545078  0.0 | nan | 143.131493 | nan | 1634.785719 |  0.188397 |   18.207013 |  0.034477 |
    | 2017-02-21 00:00:00 |  -2.2 |  2.3 | 0.0 | 0.0 |     7.59524 |  1.84 | 0.3942  0.702  0.378  0.6588 | 0.3942  0.702  0.378  0.0 |  1.642232    1.40921   1.619017  0.0 | 0.363822  0.701991  0.377995  0.0 |      0.0       0.0       0.0  0.0 |  1.642232    1.40921   1.619017  0.0 |  0.000888   0.000888   0.000888  0.0 |  0.000888   0.000771   0.000879  0.0 |  1.84 | 0.0 | 0.000241 |  0.000635 |  0.0 | 0.020137 |   0.6588 | 0.488293 | 0.0 | 0.0 | 0.0 |  -0.204613 |  0.0 | -0.013917 |  0.163341 |  0.171423 |  0.019841 |  0.474204   2.361358   2.369716  0.0 |  4.120725   1.313506   2.163216  0.0 | nan | 143.137472 | nan | 1634.581106 |  0.025691 |   25.802253 |  0.019841 |
    | 2017-02-22 00:00:00 |  -1.5 | 18.0 | 0.0 | 0.0 |   45.299769 |  14.4 | 0.5256  0.936  0.504  0.8784 | 0.5256  0.936  0.504  0.0 | 13.588972  13.047709  13.564094  0.0 | 0.504684  0.935996  0.503997  0.0 | 1.698621  1.630964  1.695512  0.0 |  11.89035  11.416745  11.868583  0.0 |  0.009388   0.009388   0.009388  0.0 |  0.009388   0.009388   0.009388  0.0 |  14.4 | 0.0 | 0.477317 |  1.257816 |  0.0 | 0.013864 |   0.8784 | 0.651125 | 0.0 | 0.0 | 0.0 |  -1.031367 |  0.0 | -0.020643 |   0.72908 |  0.966723 |  0.111889 |  0.780548   2.777653   2.701624  0.0 | 16.001687  12.720863   14.02241  0.0 | nan | 142.653376 | nan | 1633.549739 |  0.554428 |   71.102022 |  0.111889 |
    | 2017-02-23 00:00:00 |  -3.0 | 19.2 | 0.0 | 0.0 |   28.129255 | 15.36 | 0.3285  0.585  0.315   0.549 | 0.3285  0.585  0.315  0.0 | 14.927611  14.657305  14.932033  0.0 |  0.32204  0.584999  0.314999  0.0 |      0.0       0.0       0.0  0.0 | 14.927611  14.657305  14.932033  0.0 |   0.00006    0.00006    0.00006  0.0 |   0.00006    0.00006    0.00006  0.0 | 15.36 | 0.0 | 0.000017 |  0.000045 |  0.0 | 0.004282 |    0.549 | 0.406976 | 0.0 | 0.0 | 0.0 |  -1.399911 |  0.0 | -0.072487 |  0.479795 |  0.702486 |  0.081306 |  0.890896    2.89535   2.814592  0.0 | 30.929238  27.378109  28.954383  0.0 | nan | 142.585154 | nan | 1632.149828 |  0.074677 |   99.231277 |  0.081306 |
    | 2017-02-24 00:00:00 |  -5.0 |  0.4 | 0.0 | 0.0 |    -8.65125 |  0.32 | 0.5256  0.936  0.504  0.8784 | 0.5256  0.936  0.504  0.0 |   0.29452   0.228534   0.294819  0.0 | 0.495668  0.935979  0.503995  0.0 |      0.0       0.0       0.0  0.0 |   0.29452   0.228534   0.294819  0.0 |       0.0        0.0        0.0  0.0 |       0.0        0.0        0.0  0.0 |  0.32 | 0.0 |      0.0 |       0.0 |  0.0 | 0.019846 |   0.8784 | 0.651095 | 0.0 | 0.0 | 0.0 |  -0.978939 |  0.0 | -0.114549 |  0.063061 |   -0.0504 | -0.005833 |  0.420708   2.050836   2.335778  0.0 | 31.223758  27.606643  29.249202  0.0 | nan | 142.490452 | nan | 1631.170889 |  0.011616 |   90.580027 | -0.005833 |
    | 2017-02-25 00:00:00 |  -4.9 |  8.3 | 0.0 | 0.0 |   -3.483925 |  6.64 | 0.3285  0.585  0.315   0.549 | 0.3285  0.585  0.315  0.0 |  6.067478   5.421404     6.0578  0.0 | 0.308294  0.584994  0.314997  0.0 |      0.0       0.0       0.0  0.0 |  6.067478   5.421404     6.0578  0.0 |       0.0        0.0        0.0  0.0 |       0.0        0.0        0.0  0.0 |  6.64 | 0.0 |      0.0 |       0.0 |  0.0 | 0.013395 |    0.549 | 0.406929 | 0.0 | 0.0 | 0.0 |  -0.775291 |  0.0 | -0.100251 |   0.01005 |  0.043248 |  0.005006 |  0.684936   2.684439   2.602981  0.0 | 37.291236  33.028046  35.307002  0.0 | nan | 142.403596 | nan | 1630.395598 |  0.001567 |   87.096102 |  0.005006 |
    | 2017-02-26 00:00:00 |  -0.9 |  5.3 | 0.0 | 0.0 |   17.046006 |  4.24 | 0.2628  0.468  0.252  0.4392 | 0.2628  0.468  0.252  0.0 |  3.990644   3.797617   3.989321  0.0 | 0.251902  0.467998  0.251998  0.0 | 1.097427  1.044345  1.097063  0.0 |  2.893217   2.753272   2.892258  0.0 |  0.069591   0.069591   0.069591  0.0 |  0.069591   0.069591   0.069591  0.0 |  4.24 | 0.0 |  0.32265 |  0.860671 |  0.0 | 0.007225 |   0.4392 | 0.325562 | 0.0 | 0.0 | 0.0 |  -1.327257 |  0.0 | -0.094463 |  0.489823 |  0.472726 |  0.054714 |   0.68239   2.658825   2.601662  0.0 | 40.114862  35.711727  38.129669  0.0 | nan | 141.993707 | nan | 1629.068341 |  0.372415 |  104.142108 |  0.054714 |
    | 2017-02-27 00:00:00 |   1.4 |  0.7 | 0.0 | 0.0 |  142.925413 |  0.56 | 0.8541  1.521  0.819  1.4274 | 0.8541  1.521  0.819  0.0 |  0.424023   0.206919   0.404342  0.0 | 0.695481   1.52066  0.818961  0.0 |  0.36042  0.175881   0.34369  0.0 |  0.063603   0.031038   0.060651  0.0 |  7.013137   7.013137   7.013137  0.0 |  7.013137   7.013137   7.013137  0.0 |  0.56 | 0.0 | 2.020722 |  5.497873 |  0.0 | 0.105271 |   1.4274 | 1.057672 | 0.0 | 0.0 | 0.0 |  -5.417781 |  0.0 | -0.120291 |  3.453966 |  3.261442 |  0.377482 |  0.122886   1.491245   1.938359  0.0 | 33.165329  28.729628  31.177183  0.0 | nan | 139.957965 | nan |  1623.65056 |  2.416322 |  247.067521 |  0.377482 |
    | 2017-02-28 00:00:00 |  -3.4 |  2.7 | 0.0 | 0.0 |   44.540683 |  2.16 | 0.5913  1.053  0.567  0.9882 | 0.5913  1.053  0.567  0.0 |  1.504392    0.47563   1.340734  0.0 | 0.453722  1.052728  0.566963  0.0 |      0.0       0.0       0.0  0.0 |  1.504392    0.47563   1.340734  0.0 |  0.000016   0.000016   0.000016  0.0 |  0.000016   0.000016   0.000016  0.0 |  2.16 | 0.0 | 0.000004 |  0.000012 |  0.0 | 0.091307 |   0.9882 |  0.73215 | 0.0 | 0.0 | 0.0 |  -6.391202 |  0.0 | -0.453724 |  2.089188 |  1.670656 |  0.193363 |  0.324771   2.122887   2.190661  0.0 | 34.669705  29.205242  32.517902  0.0 | nan | 139.595543 | nan | 1617.259358 |  0.327145 |  291.608204 |  0.193363 |
    | 2017-03-01 00:00:00 |  -4.3 |  1.6 | 0.0 | 0.0 |  -39.839114 |  1.28 | 0.4851  0.819  0.441  0.7938 | 0.4851  0.819  0.441  0.0 |  0.950618   0.496879   0.875895  0.0 | 0.384066  0.818947  0.440979  0.0 |      0.0       0.0       0.0  0.0 |  0.950618   0.496879   0.875895  0.0 |  0.000001   0.000001   0.000001  0.0 |  0.000001   0.000001   0.000001  0.0 |  1.28 | 0.0 |      0.0 |  0.000001 |  0.0 | 0.067009 |   0.7938 | 0.584795 | 0.0 | 0.0 | 0.0 |  -4.710477 |  0.0 | -0.592614 |  0.283021 | -0.235601 | -0.027269 |  0.270088    2.08706   2.153787  0.0 | 35.620322  29.702121  33.393796  0.0 | nan | 139.069938 | nan | 1612.548881 |  0.044125 |   251.76909 | -0.027269 |
    | 2017-03-02 00:00:00 |  -3.3 |  2.5 | 0.0 | 0.0 |  -38.732972 |   2.0 | 0.4851  0.819  0.441  0.7938 | 0.4851  0.819  0.441  0.0 |  1.532032   1.007028   1.460137  0.0 | 0.393766  0.818966  0.440983  0.0 |      0.0       0.0       0.0  0.0 |  1.532032   1.007028   1.460137  0.0 |  0.000022   0.000022   0.000022  0.0 |  0.000022   0.000022   0.000022  0.0 |   2.0 | 0.0 | 0.000006 |  0.000016 |  0.0 | 0.060574 |   0.7938 | 0.584829 | 0.0 | 0.0 | 0.0 |  -3.870208 |  0.0 | -0.456097 |  0.038391 | -0.340531 | -0.039413 |   0.34429   2.261066   2.252667  0.0 | 37.152332  30.709127  34.853911  0.0 | nan | 138.674409 | nan | 1608.678673 |   0.00575 |  213.036118 | -0.039413 |
    | 2017-03-03 00:00:00 |  -2.1 |  0.6 | 0.0 | 0.0 |  -32.506706 |  0.48 | 0.7623  1.287  0.693  1.2474 | 0.7623  1.287  0.693  0.0 |  0.289403   0.089199   0.242362  0.0 | 0.506546  1.286379  0.692918  0.0 |      0.0       0.0       0.0  0.0 |  0.289403   0.089199   0.242362  0.0 |  0.001244   0.001244   0.001244  0.0 |  0.001244   0.001244   0.001244  0.0 |  0.48 | 0.0 | 0.000334 |  0.000944 |  0.0 |   0.1698 |   1.2474 | 0.918662 | 0.0 | 0.0 | 0.0 |  -2.873331 |  0.0 | -0.341043 |  0.005537 | -0.310721 | -0.035963 |  0.028341   1.365488   1.797386  0.0 | 37.440491  30.797081  35.095029  0.0 | nan | 138.502832 | nan | 1605.805342 |  0.001157 |  180.529412 | -0.035963 |
    | 2017-03-04 00:00:00 |  -0.3 |  0.2 | 0.0 | 0.0 |  -16.631012 |  0.16 |  0.693   1.17   0.63   1.134 |  0.693   1.17   0.63  0.0 |  0.055931   0.000734   0.020469  0.0 | 0.286648  1.129035  0.629377  0.0 | 0.023771  0.000312    0.0087  0.0 |   0.03216   0.000422    0.01177  0.0 |   0.45975    0.45975    0.45975  0.0 |   0.45975    0.45975    0.45975  0.0 |  0.16 | 0.0 | 0.127281 |  0.360423 |  0.0 | 0.283043 |    1.134 | 0.834488 | 0.0 | 0.0 | 0.0 |  -1.855975 |  0.0 | -0.257558 |  0.205122 | -0.045627 | -0.005281 | -0.154238   0.395719   1.307539  0.0 | 37.012902  30.337754  34.647049  0.0 | nan | 138.401036 | nan | 1603.949366 |  0.156458 |    163.8984 | -0.005281 |
    | 2017-03-05 00:00:00 |  -1.7 |  1.7 | 0.0 | 0.0 |  -14.744732 |  1.36 | 0.5544  0.936  0.504  0.9072 | 0.5544  0.936  0.504  0.0 |  0.699692   0.001282   0.261758  0.0 | 0.321336  0.881592   0.50364  0.0 | 0.052477  0.000096  0.019632  0.0 |  0.647215   0.001185   0.242126  0.0 |   0.00479    0.00479    0.00479  0.0 |   0.00479    0.00479    0.00479  0.0 |  1.36 | 0.0 | 0.010643 |  0.028689 |  0.0 |  0.17259 |   0.9072 | 0.667859 | 0.0 | 0.0 | 0.0 |  -1.078518 |  0.0 | -0.219026 |  0.151036 | -0.036109 | -0.004179 |  0.184734   0.872846   1.902141  0.0 | 37.655327  30.334149  34.884386  0.0 | nan | 138.343958 | nan | 1602.870848 |  0.034111 |  149.153668 | -0.004179 |
    | 2017-03-06 00:00:00 |  -4.3 |  0.3 | 0.0 | 0.0 |  -17.864976 |  0.24 | 0.4158  0.702  0.378  0.6804 | 0.4158  0.702  0.378  0.0 |  0.131569   0.000231    0.06816  0.0 | 0.255546  0.664414  0.377898  0.0 |      0.0       0.0       0.0  0.0 |  0.131569   0.000231    0.06816  0.0 |  0.000001   0.000001   0.000001  0.0 |  0.000001   0.000001   0.000001  0.0 |  0.24 | 0.0 |      0.0 |  0.000001 |  0.0 | 0.118731 |   0.6804 | 0.500962 | 0.0 | 0.0 | 0.0 |  -0.814704 |  0.0 | -0.187631 |  0.031837 | -0.143098 | -0.016562 |  0.037619     0.4482   1.696083  0.0 | 37.786895   30.33438  34.952546  0.0 | nan | 138.275058 | nan | 1602.056144 |  0.002274 |  131.288692 | -0.016562 |
    | 2017-03-07 00:00:00 |  -6.4 |  0.0 | 0.0 | 0.0 |   -16.08462 |   0.0 | 0.4851  0.819  0.441  0.7938 | 0.4851  0.819  0.441  0.0 |       0.0        0.0        0.0  0.0 | 0.202957  0.529981  0.440411  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |       0.0        0.0        0.0  0.0 |       0.0        0.0        0.0  0.0 |   0.0 | 0.0 |      0.0 |       0.0 |  0.0 | 0.282926 |   0.7938 |  0.58373 | 0.0 | 0.0 | 0.0 |  -0.286081 |  0.0 | -0.153036 |  0.001921 | -0.148972 | -0.017242 | -0.165338  -0.081781   1.255672  0.0 | 37.786895   30.33438  34.952546  0.0 | nan | 138.404947 | nan | 1601.770062 |  0.000354 |  115.204072 | -0.017242 |
    | 2017-03-08 00:00:00 |  -4.0 |  1.8 | 0.0 | 0.0 |  -12.212618 |  1.44 | 0.4851  0.819  0.441  0.7938 | 0.4851  0.819  0.441  0.0 |  0.767476   0.000465   0.301309  0.0 |  0.28952  0.646858   0.44066  0.0 |      0.0       0.0       0.0  0.0 |  0.767476   0.000465   0.301309  0.0 |  0.000002   0.000002   0.000002  0.0 |  0.000002   0.000002   0.000002  0.0 |  1.44 | 0.0 | 0.000001 |  0.000002 |  0.0 | 0.186768 |   0.7938 | 0.584204 | 0.0 | 0.0 | 0.0 |   0.324911 |  0.0 | -0.125075 |  0.000307 | -0.097091 | -0.011237 |  0.217666   0.710897   1.953704  0.0 | 38.554369  30.334843  35.253852  0.0 | nan |  138.46664 | nan | 1602.094974 |  0.000048 |  102.991454 | -0.011237 |
    | 2017-03-09 00:00:00 |  -2.4 |  8.9 | 0.0 | 0.0 |   -4.852293 |  7.12 | 0.3465  0.585  0.315   0.567 | 0.3465  0.585  0.315  0.0 |  6.357921   4.562812   6.159893  0.0 | 0.317365  0.584263  0.314994  0.0 |      0.0       0.0       0.0  0.0 |  6.357921   4.562812   6.159893  0.0 |  0.000453   0.000453   0.000453  0.0 |  0.000453   0.000453   0.000453  0.0 |  7.12 | 0.0 | 0.000121 |  0.000344 |  0.0 | 0.019564 |    0.567 | 0.417849 | 0.0 | 0.0 | 0.0 |   0.015203 |  0.0 | -0.105634 |  0.000237 |  0.038123 |  0.004412 |   0.66238   2.683822   2.598816  0.0 | 44.911837  34.897202  41.413293  0.0 | nan | 138.380449 | nan | 1602.110177 |  0.000155 |   98.139161 |  0.004412 |
    | 2017-03-10 00:00:00 |  -2.2 |  0.0 | 0.0 | 0.0 |  -10.970597 |   0.0 | 0.5544  0.936  0.504  0.9072 | 0.5544  0.936  0.504  0.0 |       0.0        0.0        0.0  0.0 | 0.472491  0.935923  0.503987  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |  0.000888   0.000888   0.000888  0.0 |  0.000888   0.000888   0.000888  0.0 |   0.0 | 0.0 | 0.000237 |  0.000675 |  0.0 | 0.054342 |   0.9072 |  0.66845 | 0.0 | 0.0 | 0.0 |  -0.254856 |  0.0 | -0.098201 |  0.000518 | -0.104249 | -0.012066 |  0.189889   1.747899   2.094829  0.0 | 44.910949  34.896314  41.412405  0.0 | nan | 138.336352 | nan | 1601.855321 |  0.000312 |   87.168564 | -0.012066 |
    | 2017-03-11 00:00:00 |  -2.3 |  0.0 | 0.0 | 0.0 |    -9.58114 |   0.0 |  0.693   1.17   0.63   1.134 |  0.693   1.17   0.63  0.0 |       0.0        0.0        0.0  0.0 | 0.343513  1.155798  0.629755  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |  0.000634   0.000634   0.000634  0.0 |  0.000634   0.000634   0.000634  0.0 |   0.0 | 0.0 |  0.00017 |  0.000481 |  0.0 | 0.236462 |    1.134 | 0.834745 | 0.0 | 0.0 | 0.0 |   0.090515 |  0.0 | -0.082378 |  0.000543 | -0.094805 | -0.010973 | -0.153624     0.5921   1.465075  0.0 | 44.910315   34.89568  41.411771  0.0 | nan | 138.490267 | nan | 1601.945836 |   0.00025 |   77.587424 | -0.010973 |
    | 2017-03-12 00:00:00 |  -3.4 |  0.0 | 0.0 | 0.0 |   -8.501593 |   0.0 | 0.8316  1.404  0.756  1.3608 | 0.8316  1.404  0.756  0.0 |       0.0        0.0        0.0  0.0 | 0.194566  0.817461  0.748186  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |  0.000016   0.000016   0.000016  0.0 |  0.000016   0.000016   0.000016  0.0 |   0.0 | 0.0 | 0.000004 |  0.000012 |  0.0 | 0.616882 |   1.3608 | 0.999367 | 0.0 | 0.0 | 0.0 |    1.30744 |  0.0 |  -0.06984 |  0.000218 | -0.088601 | -0.010255 |  -0.34819  -0.225361   0.716889  0.0 | 44.910299  34.895665  41.411755  0.0 | nan | 139.037305 | nan | 1603.253276 |  0.000044 |   69.085831 | -0.010255 |
    | 2017-03-13 00:00:00 |  -3.8 |  0.9 | 0.0 | 0.0 |   -6.442212 |  0.72 | 0.6237  1.053  0.567  1.0206 | 0.6237  1.053  0.567  0.0 |  0.198298   0.000023   0.002959  0.0 | 0.206873  0.450684  0.552694  0.0 |      0.0       0.0       0.0  0.0 |  0.198298   0.000023   0.002959  0.0 |  0.000004   0.000004   0.000004  0.0 |  0.000004   0.000004   0.000004  0.0 |  0.72 | 0.0 | 0.000001 |  0.000003 |  0.0 |  0.47607 |   1.0206 | 0.748612 | 0.0 | 0.0 | 0.0 |   2.499238 |  0.0 | -0.059956 |   0.00004 | -0.058854 | -0.006812 |  -0.03336   0.043932   0.881235  0.0 | 45.108593  34.895684   41.41471  0.0 | nan | 139.453417 | nan | 1605.752515 |  0.000007 |   62.643619 | -0.006812 |
    | 2017-03-14 00:00:00 |  -0.6 |  0.1 | 0.0 | 0.0 |   -2.490382 |  0.08 | 0.6237  1.053  0.567  1.0206 | 0.6237  1.053  0.567  0.0 |  0.023924   0.000002   0.000192  0.0 |  0.22399  0.377157  0.535218  0.0 | 0.008373  0.000001  0.000067  0.0 |   0.01555   0.000001   0.000125  0.0 |  0.184058   0.184058   0.184058  0.0 |  0.184058   0.184058   0.184058  0.0 |  0.08 | 0.0 | 0.051528 |  0.142714 |  0.0 | 0.489075 |   1.0206 | 0.746818 | 0.0 | 0.0 | 0.0 |   2.504962 |  0.0 | -0.053134 |  0.081132 |  0.013833 |  0.001601 | -0.201274  -0.253227   0.425826  0.0 | 44.940086  34.711627  41.230777  0.0 | nan | 139.837831 | nan | 1608.257476 |  0.061589 |   60.153237 |  0.001601 |
    | 2017-03-15 00:00:00 |  -1.7 |  0.0 | 0.0 | 0.0 |   -3.971783 |   0.0 | 0.8316  1.404  0.756  1.3608 | 0.8316  1.404  0.756  0.0 |       0.0        0.0        0.0  0.0 | 0.171816  0.216506  0.491941  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |   0.00479    0.00479    0.00479  0.0 |   0.00479    0.00479    0.00479  0.0 |   0.0 | 0.0 | 0.001311 |   0.00361 |  0.0 | 0.831082 |   1.3608 | 0.973121 | 0.0 | 0.0 | 0.0 |   3.372214 |  0.0 | -0.051123 |  0.054095 | -0.019294 | -0.002233 |  -0.37309  -0.469733  -0.066115  0.0 | 44.935296  34.706837  41.225988  0.0 | nan | 140.616479 | nan |  1611.62969 |  0.011104 |   56.181454 | -0.002233 |
    | 2017-03-16 00:00:00 |   0.7 |  0.0 | 0.0 | 0.0 |   66.200988 |   0.0 | 0.9702  1.638  0.882  1.5876 | 0.9702  1.638  0.882  0.0 |       0.0        0.0        0.0  0.0 | 0.116314  0.128081  0.249379  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |  3.633659   3.633659   3.633659  0.0 |  3.633659   3.633659   3.633659  0.0 |   0.0 | 0.0 | 0.999914 |  2.733736 |  0.0 | 1.066606 |   1.5876 | 1.102986 | 0.0 | 0.0 | 0.0 |   2.900652 |  0.0 | -0.047593 |  1.561543 |  1.456582 |  0.168586 | -0.489404  -0.597814  -0.315494  0.0 | 41.301637  31.073178  37.592329  0.0 | nan | 140.635577 | nan | 1614.530343 |  1.183298 |  122.382442 |  0.168586 |
    | 2017-03-17 00:00:00 |  -1.6 |  3.9 | 0.0 | 0.0 |   33.309477 |  3.12 | 0.7623  1.287  0.693  1.2474 | 0.7623  1.287  0.693  0.0 |  1.818301   0.016204   0.251108  0.0 | 0.484932  0.989385   0.60258  0.0 |  0.18183   0.00162  0.025111  0.0 |  1.636471   0.014584   0.225997  0.0 |  0.006707   0.006707   0.006707  0.0 |  0.006707   0.006707   0.006707  0.0 |  3.12 | 0.0 | 0.035413 |   0.08693 |  0.0 | 0.282535 |   1.2474 | 0.909216 | 0.0 | 0.0 | 0.0 |   1.859192 |  0.0 | -0.145596 |  1.066282 |  0.953992 |  0.110416 |  0.327363   1.516597   1.950818  0.0 | 42.931401  31.081055  37.811619  0.0 | nan | 140.737103 | nan | 1616.389535 |  0.203946 |  155.691919 |  0.110416 |
    | 2017-03-18 00:00:00 |  -2.8 |  8.7 | 0.0 | 0.0 |   -7.751027 |  6.96 | 0.7623  1.287  0.693  1.2474 | 0.7623  1.287  0.693  0.0 |  6.071366   4.668449   5.752613  0.0 | 0.685952  1.286933  0.692984  0.0 |      0.0       0.0       0.0  0.0 |  6.071366   4.668449   5.752613  0.0 |  0.000117   0.000117   0.000117  0.0 |  0.000117   0.000117   0.000117  0.0 |  6.96 | 0.0 | 0.000032 |  0.000088 |  0.0 | 0.050638 |   1.2474 | 0.919221 | 0.0 | 0.0 | 0.0 |   0.531297 |  0.0 | -0.212089 |  0.176635 |  0.100292 |  0.011608 |  0.530045   2.521214   2.465221  0.0 | 49.002649  35.749387  43.564115  0.0 | nan |  140.57562 | nan | 1616.920832 |  0.027399 |  147.940892 |  0.011608 |
    | 2017-03-19 00:00:00 |  -2.9 | 26.4 | 0.0 | 0.0 |     0.60228 | 21.12 | 0.3465  0.585  0.315   0.567 | 0.3465  0.585  0.315  0.0 | 20.403164  20.097157  20.410956  0.0 |  0.33748  0.584999  0.314999  0.0 |      0.0       0.0       0.0  0.0 | 20.403164  20.097157  20.410956  0.0 |  0.000084   0.000084   0.000084  0.0 |  0.000084   0.000084   0.000084  0.0 | 21.12 | 0.0 | 0.000023 |  0.000063 |  0.0 | 0.005981 |    0.567 | 0.417912 | 0.0 | 0.0 | 0.0 |  -0.381026 |  0.0 |  -0.19582 |   0.02374 |  0.261612 |  0.030279 |  0.909401   2.959059   2.859266  0.0 |  69.40573   55.84646  63.974987  0.0 | nan | 140.385758 | nan | 1616.539806 |  0.003723 |  148.543172 |  0.030279 |
    | 2017-03-20 00:00:00 |   0.7 | 11.5 | 0.0 | 0.0 |  173.078149 |   9.2 | 0.4158  0.702  0.378  0.6804 | 0.4158  0.702  0.378  0.0 |  8.931992   8.697439   8.951484  0.0 | 0.406539  0.701998  0.377999  0.0 | 6.029094  5.870771  6.042252  0.0 |  2.902897   2.826668   2.909232  0.0 |  3.633659   3.633659   3.633659  0.0 |  3.633659   3.633659   3.633659  0.0 |   9.2 | 0.0 | 2.589662 |  7.285877 |  0.0 | 0.006141 |   0.6804 | 0.501501 | 0.0 | 0.0 | 0.0 |  -6.050143 |  0.0 | -0.195215 |  4.141199 |  4.056587 |  0.469512 |  0.770871   2.759622   2.729783  0.0 | 68.674968  55.039469   63.25056  0.0 | nan | 137.607022 | nan | 1610.489663 |  3.148401 |  321.621321 |  0.469512 |
    | 2017-03-21 00:00:00 |  -1.8 |  0.9 | 0.0 | 0.0 |   46.530655 |  0.72 | 1.0395  1.755  0.945   1.701 | 1.0395  1.755  0.945  0.0 |  0.554083   0.276008   0.548137  0.0 | 0.842813  1.754558  0.944963  0.0 | 0.027704    0.0138  0.027407  0.0 |  0.526379   0.262208    0.52073  0.0 |   0.00342    0.00342    0.00342  0.0 |   0.00342    0.00342    0.00342  0.0 |  0.72 | 0.0 | 0.006987 |  0.020635 |  0.0 | 0.130591 |    1.701 | 1.253222 | 0.0 | 0.0 | 0.0 |  -8.426148 |  0.0 | -0.687665 |   2.73503 |  2.054189 |  0.237753 |  0.093974   1.449055   1.956683  0.0 | 69.197927  55.298256   63.76787  0.0 | nan | 137.042961 | nan | 1602.063515 |  0.434006 |  368.151976 |  0.237753 |
    | 2017-03-22 00:00:00 |  -2.1 |  0.0 | 0.0 | 0.0 |  -59.657345 |   0.0 |  1.386   2.34   1.26   2.268 |  1.386   2.34   1.26  0.0 |       0.0        0.0        0.0  0.0 | 0.443443  1.687918  1.251506  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |  0.001244   0.001244   0.001244  0.0 |  0.001244   0.001244   0.001244  0.0 |   0.0 | 0.0 | 0.000327 |  0.000951 |  0.0 | 0.841366 |    2.268 | 1.667085 | 0.0 | 0.0 | 0.0 |  -5.223635 |  0.0 |  -0.86018 |  0.375833 | -0.435723 | -0.050431 | -0.349469  -0.238863   0.705177  0.0 | 69.196682  55.297012  63.766626  0.0 | nan | 137.023821 | nan |  1596.83988 |  0.059124 |  308.494631 | -0.050431 |
    | 2017-03-23 00:00:00 |  -2.8 |  0.0 | 0.0 | 0.0 |  -54.825062 |   0.0 | 1.1088  1.872  1.008  1.8144 | 1.1088  1.872  1.008  0.0 |       0.0        0.0        0.0  0.0 | 0.139043    0.2699  0.749352  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |  0.000117   0.000117   0.000117  0.0 |  0.000117   0.000117   0.000117  0.0 |   0.0 | 0.0 | 0.000031 |   0.00009 |  0.0 | 1.174401 |   1.8144 | 1.306654 | 0.0 | 0.0 | 0.0 |  -1.181609 |  0.0 | -0.623842 |  0.049979 | -0.537538 | -0.062215 | -0.488511  -0.508763  -0.044175  0.0 | 69.196565  55.296895  63.766508  0.0 | nan | 137.574349 | nan | 1595.658272 |  0.009235 |  253.669569 | -0.062215 |
    | 2017-03-24 00:00:00 |  -2.8 |  0.0 | 0.0 | 0.0 |  -42.352597 |   0.0 | 1.1088  1.872  1.008  1.8144 | 1.1088  1.872  1.008  0.0 |       0.0        0.0        0.0  0.0 | 0.087814  0.124874  0.285347  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |  0.000117   0.000117   0.000117  0.0 |  0.000117   0.000117   0.000117  0.0 |   0.0 | 0.0 | 0.000031 |  0.000089 |  0.0 | 1.256376 |   1.8144 | 1.260723 | 0.0 | 0.0 | 0.0 |   1.936308 |  0.0 | -0.444018 |   0.00785 | -0.420219 | -0.048636 | -0.576325  -0.633637  -0.329522  0.0 | 69.196448  55.296777  63.766391  0.0 | nan | 138.386676 | nan | 1597.594579 |  0.001474 |  211.316972 | -0.048636 |
    | 2017-03-25 00:00:00 |  -2.1 |  0.0 | 0.0 | 0.0 |  -32.526367 |   0.0 | 0.8316  1.404  0.756  1.3608 | 0.8316  1.404  0.756  0.0 |       0.0        0.0        0.0  0.0 | 0.049326  0.062904  0.109451  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |  0.001244   0.001244   0.001244  0.0 |  0.001244   0.001244   0.001244  0.0 |   0.0 | 0.0 | 0.000334 |  0.000944 |  0.0 |  0.96337 |   1.3608 | 0.935132 | 0.0 | 0.0 | 0.0 |   3.478978 |  0.0 | -0.328173 |  0.001879 | -0.314823 | -0.036438 | -0.625651  -0.696541  -0.438974  0.0 | 69.195203  55.295533  63.765147  0.0 | nan | 139.021538 | nan | 1601.073557 |  0.000539 |  178.790605 | -0.036438 |
    | 2017-03-26 00:00:00 |  -1.3 |  0.0 | 0.0 | 0.0 |  -25.441066 |   0.0 | 0.9009  1.521  0.819  1.4742 | 0.9009  1.521  0.819  0.0 |       0.0        0.0        0.0  0.0 | 0.043673  0.052838  0.081031  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |  0.018374   0.018374   0.018374  0.0 |  0.018374   0.018374   0.018374  0.0 |   0.0 | 0.0 | 0.004979 |  0.013893 |  0.0 | 1.055118 |   1.4742 | 1.009253 | 0.0 | 0.0 | 0.0 |   4.262581 |  0.0 | -0.252026 |  0.007914 | -0.244015 | -0.028242 | -0.669325  -0.749379  -0.520004  0.0 | 69.176829  55.277158  63.746772  0.0 | nan | 139.819652 | nan | 1605.336138 |  0.006518 |  153.349539 | -0.028242 |
    | 2017-03-27 00:00:00 |  -1.0 |  0.0 | 0.0 | 0.0 |  -20.250865 |   0.0 | 1.1088  1.872  1.008  1.8144 | 1.1088  1.872  1.008  0.0 |       0.0        0.0        0.0  0.0 | 0.044305  0.051551  0.072316  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |      0.05       0.05       0.05  0.0 |      0.05       0.05       0.05  0.0 |   0.0 | 0.0 | 0.013714 |  0.037657 |  0.0 | 1.309204 |   1.8144 |   1.2393 | 0.0 | 0.0 | 0.0 |   5.483675 |  0.0 | -0.200356 |  0.026173 | -0.187353 | -0.021684 |  -0.71363   -0.80093  -0.592321  0.0 | 69.126829  55.227158  63.696772  0.0 | nan | 140.914785 | nan | 1610.819814 |  0.018002 |  133.098674 | -0.021684 |
    | 2017-03-28 00:00:00 |   0.3 |  0.0 | 0.0 | 0.0 |   20.455226 |   0.0 | 1.3167  2.223  1.197  2.1546 | 1.3167  2.223  1.197  0.0 |       0.0        0.0        0.0  0.0 | 0.043336   0.04889  0.064069  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |   1.95975    1.95975    1.95975  0.0 |   1.95975    1.95975    1.95975  0.0 |   0.0 | 0.0 | 0.544255 |   1.46992 |  0.0 | 1.564745 |   2.1546 | 1.469332 | 0.0 | 0.0 | 0.0 |   6.060342 |  0.0 |  -0.16435 |  0.849864 |  0.644817 |  0.074632 | -0.756966   -0.84982   -0.65639  0.0 | 67.167079  53.267409  61.737022  0.0 | nan | 141.770925 | nan | 1616.880155 |  0.638059 |    153.5539 |  0.074632 |
    | 2017-03-29 00:00:00 |   1.0 |  1.5 | 0.0 | 0.0 |  101.239677 |   1.2 | 0.5544  0.936  0.504  0.9072 | 0.5544  0.936  0.504  0.0 |  0.261819   0.000022   0.000144  0.0 | 0.145048  0.238291  0.204222  0.0 | 0.196365  0.000017  0.000108  0.0 |  0.065455   0.000006   0.000036  0.0 |      5.05       5.05       5.05  0.0 |      5.05       5.05       5.05  0.0 |   1.2 | 0.0 | 1.436839 |  3.874679 |  0.0 | 0.502624 |   0.9072 | 0.636818 | 0.0 | 0.0 | 0.0 |   2.125563 |  0.0 | -0.208908 |  2.737782 |  2.504626 |  0.289887 |  0.036167   0.111867   0.339244  0.0 | 62.182534  48.217414  56.687059  0.0 | nan | 140.627802 | nan | 1619.005718 |  1.774956 |  254.793577 |  0.289887 |
    | 2017-03-30 00:00:00 |   4.4 |  0.3 | 0.0 | 0.0 |  418.943025 |  0.24 | 1.0395  1.755  0.945   1.701 | 1.0395  1.755  0.945  0.0 |  0.076992   0.000006    0.00005  0.0 | 0.397284  0.624726  0.601937  0.0 | 0.076992  0.000006   0.00005  0.0 |       0.0        0.0        0.0  0.0 | 22.000001  22.000001  22.000001  0.0 | 22.000001  22.000001  22.000001  0.0 |  0.24 | 0.0 | 5.851413 | 16.779931 |  0.0 | 0.800692 |    1.701 | 1.216493 | 0.0 | 0.0 | 0.0 | -12.121895 |  0.0 | -0.470449 |  11.03653 | 10.371643 |  1.200422 |  -0.19811  -0.272865  -0.022743  0.0 | 40.182533  26.217414  34.687058  0.0 | nan | 135.106631 | nan | 1606.883824 |  7.518356 |  673.736602 |  1.200422 |
    | 2017-03-31 00:00:00 |   7.0 |  0.2 | 0.0 | 0.0 |  607.372089 |  0.16 | 1.8711  3.159  1.701  3.0618 | 1.8711  3.159  1.701  0.0 |  0.023635   0.000001   0.000007  0.0 | 0.346981  0.403337  0.470539  0.0 | 0.023635  0.000001  0.000007  0.0 |       0.0        0.0        0.0  0.0 |      35.0       35.0       35.0  0.0 |      35.0  26.997418  34.733109  0.0 |  0.16 | 0.0 | 7.809617 | 25.558063 |  0.0 | 1.925854 |   3.0618 | 2.128558 | 0.0 | 0.0 | 0.0 | -32.382023 |  0.0 | -2.580603 | 21.631744 | 18.864981 |  2.183447 | -0.408725  -0.516202  -0.333289  0.0 |  5.182533  -0.780005  -0.046051  0.0 | nan | 126.642264 | nan |   1574.5018 | 11.444675 | 1281.108691 |  2.183447 |
    | 2017-04-01 00:00:00 |   3.8 |  4.5 | 0.0 | 0.0 |   -81.07855 |   3.6 | 1.2825  1.755  0.945   1.728 | 1.2825  1.755  0.945  0.0 |  1.991458   0.031201    0.41294  0.0 | 0.874786  1.427516  0.831579  0.0 | 1.991458  0.031201   0.41294  0.0 |       0.0        0.0        0.0  0.0 | 19.000004  19.000004  19.000004  0.0 |  6.070881   0.265656   0.919037  0.0 |   3.6 | 0.0 | 1.194611 |  3.984508 |  0.0 | 0.379459 |    1.728 | 1.384802 | 0.0 | 0.0 | 0.0 | -47.116954 |  0.0 | -8.538945 | 12.740393 |  4.991676 |   0.57774 |  0.325031   1.625081   2.022193  0.0 | -0.888347   -1.04566  -0.965088  0.0 | nan | 117.288168 | nan | 1527.384847 |   2.68879 | 1200.030141 |   0.57774 |
    | 2017-04-02 00:00:00 |   1.4 |  0.0 | 0.0 | 0.0 | -340.988551 |   0.0 |  1.368  1.872  1.008  1.8432 |  1.368  1.872  1.008  0.0 |       0.0        0.0        0.0  0.0 | 0.610157  1.638809   1.00598  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |  7.013137   7.013137   7.013137  0.0 |  0.093469   0.050641   0.069833  0.0 |   0.0 | 0.0 | 0.014861 |  0.064882 |  0.0 | 0.581088 |   1.8432 | 1.488552 | 0.0 | 0.0 | 0.0 | -50.757373 |  0.0 | -7.211039 |  2.363103 | -4.081159 | -0.472356 | -0.285126  -0.013729   1.016213  0.0 | -0.981817  -1.096301  -1.034921  0.0 | nan | 110.643356 | nan | 1476.627474 |  0.390569 |   859.04159 | -0.472356 |
    | 2017-04-03 00:00:00 |   0.1 |  0.0 | 0.0 | 0.0 | -232.375894 |   0.0 |   1.71   2.34   1.26   2.304 |   1.71   2.34   1.26  0.0 |       0.0        0.0        0.0  0.0 | 0.227026  0.478654  1.030323  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |  1.298601   1.298601   1.298601  0.0 |  0.013672   0.008216   0.010807  0.0 |   0.0 | 0.0 | 0.002065 |   0.00989 |  0.0 | 1.604278 |    2.304 | 1.836241 | 0.0 | 0.0 | 0.0 | -39.287009 |  0.0 | -3.498582 |  0.345353 | -2.793384 | -0.323308 | -0.512152  -0.492383   -0.01411  0.0 | -0.995488  -1.104517  -1.045728  0.0 | nan | 108.746987 | nan | 1437.340465 |  0.055105 |  626.665696 | -0.323308 |
    | 2017-04-04 00:00:00 |  -0.1 |  0.0 | 0.0 | 0.0 | -144.910253 |   0.0 | 1.7955  2.457  1.323  2.4192 | 1.7955  2.457  1.323  0.0 |       0.0        0.0        0.0  0.0 | 0.119531  0.161253  0.357152  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |  0.798601   0.798601   0.798601  0.0 |  0.008004   0.004904   0.006391  0.0 |   0.0 | 0.0 | 0.001197 |  0.005835 |  0.0 | 1.877013 |   2.4192 | 1.856603 | 0.0 | 0.0 | 0.0 | -22.204766 |  0.0 | -1.728247 |   0.04992 | -1.523777 | -0.176363 | -0.631683  -0.653636  -0.371263  0.0 | -1.003492  -1.109421  -1.052119  0.0 | nan | 108.894555 | nan | 1415.135698 |  0.011021 |  481.755443 | -0.176363 |
    | 2017-04-05 00:00:00 |  -0.5 |  0.4 | 0.0 | 0.0 |  -94.726005 |  0.32 | 1.4535  1.989  1.071  1.9584 | 1.4535  1.989  1.071  0.0 |  0.014442   0.000001   0.000008  0.0 | 0.119694  0.145486  0.209571  0.0 | 0.005416       0.0  0.000003  0.0 |  0.009026   0.000001   0.000005  0.0 |  0.251908   0.251908   0.251908  0.0 |   0.00251   0.001524   0.001978  0.0 |  0.32 | 0.0 | 0.001001 |  0.004509 |  0.0 | 1.499244 |   1.9584 | 1.495192 | 0.0 | 0.0 | 0.0 |  -9.710797 |  0.0 | -0.942438 |  0.011717 | -0.852516 | -0.098671 | -0.445819  -0.479123  -0.260842  0.0 | -0.996976  -1.110945  -1.054092  0.0 | nan | 109.450359 | nan | 1405.424901 |  0.003813 |  387.029438 | -0.098671 |
    | 2017-04-06 00:00:00 |  -0.8 |  0.0 | 0.0 | 0.0 |  -66.846089 |   0.0 | 1.4535  1.989  1.071  1.9584 | 1.4535  1.989  1.071  0.0 |       0.0        0.0        0.0  0.0 | 0.126246  0.143976  0.175601  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |  0.096611   0.096611   0.096611  0.0 |  0.000977   0.000582   0.000754  0.0 |   0.0 | 0.0 | 0.000148 |  0.000703 |  0.0 | 1.495325 |   1.9584 | 1.491815 | 0.0 | 0.0 | 0.0 |  -2.156943 |  0.0 | -0.562869 |  0.003627 | -0.532065 | -0.061582 | -0.572065  -0.623099  -0.436443  0.0 | -0.997953  -1.111527  -1.054846  0.0 | nan | 110.382667 | nan | 1403.267959 |   0.00089 |  320.183349 | -0.061582 |
    | 2017-04-07 00:00:00 |   0.1 |  0.0 | 0.0 | 0.0 |  -48.324062 |   0.0 |  0.684  0.936  0.504  0.9216 |  0.684  0.936  0.504  0.0 |       0.0        0.0        0.0  0.0 | 0.042006  0.045677  0.053488  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |  1.298601   1.298601   1.298601  0.0 |  0.012732   0.007674   0.009889  0.0 |   0.0 | 0.0 | 0.001955 |  0.009171 |  0.0 | 0.722558 |   0.9216 | 0.699099 | 0.0 | 0.0 | 0.0 |   1.158732 |  0.0 | -0.358521 |  0.005737 | -0.329025 | -0.038082 | -0.614071  -0.668776  -0.489932  0.0 | -1.010685  -1.119201  -1.064735  0.0 | nan | 110.744749 | nan | 1404.426691 |  0.004323 |  271.859287 | -0.038082 |
    | 2017-04-08 00:00:00 |   0.6 |  0.0 | 0.0 | 0.0 |  -37.190825 |   0.0 | 1.1115  1.521  0.819  1.4976 | 1.1115  1.521  0.819  0.0 |       0.0        0.0        0.0  0.0 | 0.055216  0.058915  0.067476  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |  3.184058   3.184058   3.184058  0.0 |   0.02841    0.01775   0.022512  0.0 |   0.0 | 0.0 | 0.004447 |   0.02062 |  0.0 | 1.187866 |   1.4976 | 1.134051 | 0.0 | 0.0 | 0.0 |   3.057016 |  0.0 | -0.241412 |  0.015112 | -0.228068 | -0.026397 | -0.669286  -0.727691  -0.557408  0.0 | -1.039095  -1.136951  -1.087247  0.0 | nan | 111.686756 | nan | 1407.483706 |  0.009832 |  234.668462 | -0.026397 |
    | 2017-04-09 00:00:00 |   2.5 |  0.0 | 0.0 | 0.0 |  -29.270875 |   0.0 | 2.1375  2.925  1.575    2.88 | 2.1375  2.925  1.575  0.0 |       0.0        0.0        0.0  0.0 | 0.078862  0.082519   0.09199  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 | 12.500323  12.500323  12.500323  0.0 |  0.085535   0.058395   0.071093  0.0 |   0.0 | 0.0 | 0.014026 |  0.063326 |  0.0 | 2.312521 |     2.88 |  2.17689 | 0.0 | 0.0 | 0.0 |   7.323148 |  0.0 | -0.170546 |  0.046638 | -0.162317 | -0.018787 | -0.748148   -0.81021  -0.649398  0.0 |  -1.12463  -1.195346   -1.15834  0.0 | nan | 113.814706 | nan | 1414.806855 |   0.02652 |  205.397587 | -0.018787 |

There is no violation of the water balance:

>>> round_(model.check_waterbalance(conditions))
0.0

We return |wland_wag| to the standard "unidirectional" mode by removing the water level
submodel and reintroducing the same discharge submodel:

>>> del model.waterlevelmodel
>>> with model.add_dischargemodel_v2("wq_walrus"):
...     crestheight(0.0)
...     bankfulldischarge(8.0)
...     dischargeexponent(1.5)

.. _wland_wag_no_vadose_zone:

no vadose zone
______________

This example demonstrates that |wland_wag| works well with completely sealed land
surfaces.  We enforce this by assigning the land-use type |SEALED| to all three
land-related hydrological response units:

>>> lt(SEALED, SEALED, SEALED, WATER)
>>> assert lt.value[0] != model.petmodel.parameters.control.hrutype.values[0]  # ToDo
>>> model.petmodel.prepare_zonetypes(lt.values)

The results show the expected sharp runoff response of the catchment.  Note that for a
missing vadose zone, neither its water deficit (|DV|) nor its groundwater depth (|DG|)
is definable.  We set their values to |numpy.nan|.  In contrast, we set the related
flux |FGS| and the change in the groundwater level (|CDG|) to zero:

.. integration-test::

    >>> test("wland_wag_no_vadose_zone",
    ...      axis1=(fluxes.pc, fluxes.fqs, fluxes.fgs, fluxes.rh),
    ...      axis2=(states.dg, states.hs))
    |                date |     t |    p | fxg | fxs | dhs |    pc |                          pe |                      pet |                                   tf |                                ei |                                rf |                                   sf |                                   pm |                                   am |    ps | pve |  pv |        pq | etve | etv |       es |       et |  gr | fxs | fxg | cdg | fgse | fgs |       fqs |        rh |        r |                                   ic |                                   sp | dve |  dv | hge |  dg |        hq |          hs |   outlet |
    ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
    | 2017-02-10 00:00:00 | -10.8 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.378  0.378  0.378  0.6588 | 0.378  0.378  0.378  0.0 |       0.0        0.0        0.0  0.0 |      0.0       0.0       0.0  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |       0.0        0.0        0.0  0.0 |       0.0        0.0        0.0  0.0 |   0.0 | 0.0 | 0.0 |       0.0 |  0.0 | 0.0 | 0.000067 | 0.000002 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |       0.0 |       0.0 |      0.0 |      -3.0       -3.0       -3.0  0.0 |      -3.0       -3.0       -3.0  0.0 | nan | nan | nan | nan |       0.0 |   -2.000067 |      0.0 |
    | 2017-02-11 00:00:00 |  -9.5 |  0.4 | 0.0 | 0.0 | 0.0 |  0.32 | 0.504  0.504  0.504  0.8784 | 0.504  0.504  0.504  0.0 |       0.0        0.0        0.0  0.0 | 0.000001  0.000001  0.000001  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |       0.0        0.0        0.0  0.0 |       0.0        0.0        0.0  0.0 |  0.32 | 0.0 | 0.0 |       0.0 |  0.0 | 0.0 |  0.00024 | 0.000006 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |       0.0 |       0.0 |      0.0 | -2.680002  -2.680002  -2.680002  0.0 |      -3.0       -3.0       -3.0  0.0 | nan | nan | nan | nan |       0.0 |   -1.680307 |      0.0 |
    | 2017-02-12 00:00:00 |  -8.9 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.441  0.441  0.441  0.7686 | 0.441  0.441  0.441  0.0 |       0.0        0.0        0.0  0.0 | 0.000002  0.000002  0.000002  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |       0.0        0.0        0.0  0.0 |       0.0        0.0        0.0  0.0 |   0.0 | 0.0 | 0.0 |       0.0 |  0.0 | 0.0 |  0.00034 | 0.000009 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |       0.0 |       0.0 |      0.0 | -2.680004  -2.680004  -2.680004  0.0 |      -3.0       -3.0       -3.0  0.0 | nan | nan | nan | nan |       0.0 |   -1.680647 |      0.0 |
    | 2017-02-13 00:00:00 |  -9.6 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.252  0.252  0.252  0.4392 | 0.252  0.252  0.252  0.0 |       0.0        0.0        0.0  0.0 | 0.000001  0.000001  0.000001  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |       0.0        0.0        0.0  0.0 |       0.0        0.0        0.0  0.0 |   0.0 | 0.0 | 0.0 |       0.0 |  0.0 | 0.0 | 0.000194 | 0.000005 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |       0.0 |       0.0 |      0.0 | -2.680005  -2.680005  -2.680005  0.0 |      -3.0       -3.0       -3.0  0.0 | nan | nan | nan | nan |       0.0 |   -1.680842 |      0.0 |
    | 2017-02-14 00:00:00 |  -9.3 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.252  0.252  0.252  0.4392 | 0.252  0.252  0.252  0.0 |       0.0        0.0        0.0  0.0 | 0.000001  0.000001  0.000001  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |       0.0        0.0        0.0  0.0 |       0.0        0.0        0.0  0.0 |   0.0 | 0.0 | 0.0 |       0.0 |  0.0 | 0.0 | 0.000194 | 0.000005 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |       0.0 |       0.0 |      0.0 | -2.680006  -2.680006  -2.680006  0.0 |      -3.0       -3.0       -3.0  0.0 | nan | nan | nan | nan |       0.0 |   -1.681036 |      0.0 |
    | 2017-02-15 00:00:00 |  -6.3 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.252  0.252  0.252  0.4392 | 0.252  0.252  0.252  0.0 |       0.0        0.0        0.0  0.0 | 0.000001  0.000001  0.000001  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |       0.0        0.0        0.0  0.0 |       0.0        0.0        0.0  0.0 |   0.0 | 0.0 | 0.0 |       0.0 |  0.0 | 0.0 | 0.000194 | 0.000005 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |       0.0 |       0.0 |      0.0 | -2.680007  -2.680007  -2.680007  0.0 |      -3.0       -3.0       -3.0  0.0 | nan | nan | nan | nan |       0.0 |    -1.68123 |      0.0 |
    | 2017-02-16 00:00:00 |  -3.6 |  0.2 | 0.0 | 0.0 | 0.0 |  0.16 | 0.252  0.252  0.252  0.4392 | 0.252  0.252  0.252  0.0 |       0.0        0.0        0.0  0.0 | 0.000002  0.000002  0.000002  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |  0.000008   0.000008   0.000008  0.0 |       0.0        0.0        0.0  0.0 |  0.16 | 0.0 | 0.0 |       0.0 |  0.0 | 0.0 | 0.000299 | 0.000008 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |       0.0 |       0.0 |      0.0 | -2.520009  -2.520009  -2.520009  0.0 |      -3.0       -3.0       -3.0  0.0 | nan | nan | nan | nan |       0.0 |   -1.521529 |      0.0 |
    | 2017-02-17 00:00:00 |  -3.5 |  4.5 | 0.0 | 0.0 | 0.0 |   3.6 | 0.189  0.189  0.189  0.3294 | 0.189  0.189  0.189  0.0 |  0.002575   0.002575   0.002575  0.0 |  0.05696   0.05696   0.05696  0.0 |      0.0       0.0       0.0  0.0 |  0.002575   0.002575   0.002575  0.0 |  0.000011   0.000011   0.000011  0.0 |       0.0        0.0        0.0  0.0 |   3.6 | 0.0 | 0.0 |       0.0 |  0.0 | 0.0 | 0.190061 | 0.059622 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |       0.0 |  0.000086 |  0.00001 |  1.020457   1.020457   1.020457  0.0 | -2.997425  -2.997425  -2.997425  0.0 | nan | nan | nan | nan |       0.0 |    1.884092 |  0.00001 |
    | 2017-02-18 00:00:00 |  -4.6 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.189  0.189  0.189  0.3294 | 0.189  0.189  0.189  0.0 |       0.0        0.0        0.0  0.0 | 0.186128  0.186128  0.186128  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |       0.0        0.0        0.0  0.0 |       0.0        0.0        0.0  0.0 |   0.0 | 0.0 | 0.0 |       0.0 |  0.0 | 0.0 |  0.32923 |  0.18899 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |       0.0 |   0.00031 | 0.000036 |  0.834329   0.834329   0.834329  0.0 | -2.997425  -2.997425  -2.997425  0.0 | nan | nan | nan | nan |       0.0 |    1.539384 | 0.000036 |
    | 2017-02-19 00:00:00 |  -3.2 |  3.2 | 0.0 | 0.0 | 0.0 |  2.56 | 0.252  0.252  0.252  0.4392 | 0.252  0.252  0.252  0.0 |  0.899276   0.899276   0.899276  0.0 | 0.251443  0.251443  0.251443  0.0 |      0.0       0.0       0.0  0.0 |  0.899276   0.899276   0.899276  0.0 |   0.00003    0.00003    0.00003  0.0 |       0.0        0.0        0.0  0.0 |  2.56 | 0.0 | 0.0 |       0.0 |  0.0 | 0.0 |  0.43916 | 0.255198 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |       0.0 |  0.000585 | 0.000068 |  2.243609   2.243609   2.243609  0.0 | -2.098149  -2.098149  -2.098149  0.0 | nan | nan | nan | nan |       0.0 |    3.630963 | 0.000068 |
    | 2017-02-20 00:00:00 |  -1.3 |  4.6 | 0.0 | 0.0 | 0.0 |  3.68 | 0.189  0.189  0.189  0.3294 | 0.189  0.189  0.189  0.0 |  3.208267   3.208267   3.208267  0.0 | 0.188997  0.188997  0.188997  0.0 | 0.561447  0.561447  0.561447  0.0 |   2.64682    2.64682    2.64682  0.0 |  0.018374   0.018374   0.018374  0.0 |  0.003734   0.003734   0.003734  0.0 |  3.68 | 0.0 | 0.0 |  0.565181 |  0.0 | 0.0 |   0.3294 | 0.191805 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |  0.312595 |  0.005503 | 0.000637 |  2.526345   2.526345   2.526345  0.0 |  0.544937   0.544937   0.544937  0.0 | nan | nan | nan | nan |  0.252586 |   22.023581 | 0.000637 |
    | 2017-02-21 00:00:00 |  -2.2 |  2.3 | 0.0 | 0.0 | 0.0 |  1.84 | 0.378  0.378  0.378  0.6588 | 0.378  0.378  0.378  0.0 |  1.618792   1.618792   1.618792  0.0 | 0.377995  0.377995  0.377995  0.0 |      0.0       0.0       0.0  0.0 |  1.618792   1.618792   1.618792  0.0 |  0.000888   0.000888   0.000888  0.0 |  0.000879   0.000879   0.000879  0.0 |  1.84 | 0.0 | 0.0 |  0.000879 |  0.0 | 0.0 |   0.6588 | 0.383611 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |  0.219014 |   0.02176 | 0.002519 |  2.369558   2.369558   2.369558  0.0 |   2.16285    2.16285    2.16285  0.0 | nan | nan | nan | nan |  0.034451 |    32.84847 | 0.002519 |
    | 2017-02-22 00:00:00 |  -1.5 | 18.0 | 0.0 | 0.0 | 0.0 |  14.4 | 0.504  0.504  0.504  0.8784 | 0.504  0.504  0.504  0.0 | 13.564241  13.564241  13.564241  0.0 | 0.503997  0.503997  0.503997  0.0 |  1.69553   1.69553   1.69553  0.0 | 11.868711  11.868711  11.868711  0.0 |  0.009388   0.009388   0.009388  0.0 |  0.009388   0.009388   0.009388  0.0 |  14.4 | 0.0 | 0.0 |  1.704919 |  0.0 | 0.0 |   0.8784 | 0.511485 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |  0.989471 |  0.061663 | 0.007137 |   2.70132    2.70132    2.70132  0.0 | 14.022173  14.022173  14.022173  0.0 | nan | nan | nan | nan |  0.749898 |   91.771019 | 0.007137 |
    | 2017-02-23 00:00:00 |  -3.0 | 19.2 | 0.0 | 0.0 | 0.0 | 15.36 | 0.315  0.315  0.315   0.549 | 0.315  0.315  0.315  0.0 | 14.931774  14.931774  14.931774  0.0 | 0.314999  0.314999  0.314999  0.0 |      0.0       0.0       0.0  0.0 | 14.931774  14.931774  14.931774  0.0 |   0.00006    0.00006    0.00006  0.0 |   0.00006    0.00006    0.00006  0.0 | 15.36 | 0.0 | 0.0 |   0.00006 |  0.0 | 0.0 |    0.549 | 0.319679 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |  0.648952 |  0.172668 | 0.019985 |  2.814547   2.814547   2.814547  0.0 | 28.953887  28.953887  28.953887  0.0 | nan | nan | nan | nan |  0.101005 |  129.747281 | 0.019985 |
    | 2017-02-24 00:00:00 |  -5.0 |  0.4 | 0.0 | 0.0 | 0.0 |  0.32 | 0.504  0.504  0.504  0.8784 | 0.504  0.504  0.504  0.0 |  0.294814   0.294814   0.294814  0.0 | 0.503995  0.503995  0.503995  0.0 |      0.0       0.0       0.0  0.0 |  0.294814   0.294814   0.294814  0.0 |       0.0        0.0        0.0  0.0 |       0.0        0.0        0.0  0.0 |  0.32 | 0.0 | 0.0 |       0.0 |  0.0 | 0.0 |   0.8784 | 0.511484 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |  0.085293 |  0.197859 |   0.0229 |  2.335738   2.335738   2.335738  0.0 | 29.248701  29.248701  29.248701  0.0 | nan | nan | nan | nan |  0.015712 |  123.475311 |   0.0229 |
    | 2017-02-25 00:00:00 |  -4.9 |  8.3 | 0.0 | 0.0 | 0.0 |  6.64 | 0.315  0.315  0.315   0.549 | 0.315  0.315  0.315  0.0 |  6.056957   6.056957   6.056957  0.0 | 0.314997  0.314997  0.314997  0.0 |      0.0       0.0       0.0  0.0 |  6.056957   6.056957   6.056957  0.0 |       0.0        0.0        0.0  0.0 |       0.0        0.0        0.0  0.0 |  6.64 | 0.0 | 0.0 |       0.0 |  0.0 | 0.0 |    0.549 | 0.319677 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |  0.013676 |  0.186196 |  0.02155 |  2.603784   2.603784   2.603784  0.0 | 35.305657  35.305657  35.305657  0.0 | nan | nan | nan | nan |  0.002036 |   120.92665 |  0.02155 |
    | 2017-02-26 00:00:00 |  -0.9 |  5.3 | 0.0 | 0.0 | 0.0 |  4.24 | 0.252  0.252  0.252  0.4392 | 0.252  0.252  0.252  0.0 |  3.989852   3.989852   3.989852  0.0 | 0.251998  0.251998  0.251998  0.0 | 1.097209  1.097209  1.097209  0.0 |  2.892643   2.892643   2.892643  0.0 |  0.069591   0.069591   0.069591  0.0 |  0.069591   0.069591   0.069591  0.0 |  4.24 | 0.0 | 0.0 |    1.1668 |  0.0 | 0.0 |   0.4392 | 0.255742 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |  0.663756 |  0.205341 | 0.023766 |  2.601934   2.601934   2.601934  0.0 | 38.128709  38.128709  38.128709  0.0 | nan | nan | nan | nan |   0.50508 |  146.984456 | 0.023766 |
    | 2017-02-27 00:00:00 |   1.4 |  0.7 | 0.0 | 0.0 | 0.0 |  0.56 | 0.819  0.819  0.819  1.4274 | 0.819  0.819  0.819  0.0 |  0.404441   0.404441   0.404441  0.0 | 0.818961  0.818961  0.818961  0.0 | 0.343774  0.343774  0.343774  0.0 |  0.060666   0.060666   0.060666  0.0 |  7.013137   7.013137   7.013137  0.0 |  7.013137   7.013137   7.013137  0.0 |  0.56 | 0.0 | 0.0 |  7.356912 |  0.0 | 0.0 |   1.4274 |  0.83113 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |  4.631053 |   0.49186 | 0.056928 |  1.938532   1.938532   1.938532  0.0 | 31.176238  31.176238  31.176238  0.0 | nan | nan | nan | nan |  3.230939 |  348.445657 | 0.056928 |
    | 2017-02-28 00:00:00 |  -3.4 |  2.7 | 0.0 | 0.0 | 0.0 |  2.16 | 0.567  0.567  0.567  0.9882 | 0.567  0.567  0.567  0.0 |   1.34089    1.34089    1.34089  0.0 | 0.566963  0.566963  0.566963  0.0 |      0.0       0.0       0.0  0.0 |   1.34089    1.34089    1.34089  0.0 |  0.000016   0.000016   0.000016  0.0 |  0.000016   0.000016   0.000016  0.0 |  2.16 | 0.0 | 0.0 |  0.000016 |  0.0 | 0.0 |   0.9882 | 0.575388 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |  2.793519 |  1.150341 | 0.133141 |  2.190679   2.190679   2.190679  0.0 | 32.517112  32.517112  32.517112  0.0 | nan | nan | nan | nan |  0.437436 |  428.982847 | 0.133141 |
    | 2017-03-01 00:00:00 |  -4.3 |  1.6 | 0.0 | 0.0 | 0.0 |  1.28 | 0.441  0.441  0.441  0.7938 | 0.441  0.441  0.441  0.0 |  0.875908   0.875908   0.875908  0.0 | 0.440979  0.440979  0.440979  0.0 |      0.0       0.0       0.0  0.0 |  0.875908   0.875908   0.875908  0.0 |  0.000001   0.000001   0.000001  0.0 |  0.000001   0.000001   0.000001  0.0 |  1.28 | 0.0 | 0.0 |  0.000001 |  0.0 | 0.0 |   0.7938 | 0.448036 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |  0.378436 |   1.15153 | 0.133279 |  2.153792   2.153792   2.153792  0.0 | 33.393019  33.393019  33.393019  0.0 | nan | nan | nan | nan |     0.059 |  390.435891 | 0.133279 |
    | 2017-03-02 00:00:00 |  -3.3 |  2.5 | 0.0 | 0.0 | 0.0 |   2.0 | 0.441  0.441  0.441  0.7938 | 0.441  0.441  0.441  0.0 |  1.460731   1.460731   1.460731  0.0 | 0.440983  0.440983  0.440983  0.0 |      0.0       0.0       0.0  0.0 |  1.460731   1.460731   1.460731  0.0 |  0.000022   0.000022   0.000022  0.0 |  0.000022   0.000022   0.000022  0.0 |   2.0 | 0.0 | 0.0 |  0.000022 |  0.0 | 0.0 |   0.7938 |  0.44804 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |  0.049835 |  0.971353 | 0.112425 |  2.252077   2.252077   2.252077  0.0 | 34.853729  34.853729  34.853729  0.0 | nan | nan | nan | nan |  0.009187 |  345.516369 | 0.112425 |
    | 2017-03-03 00:00:00 |  -2.1 |  0.6 | 0.0 | 0.0 | 0.0 |  0.48 | 0.693  0.693  0.693  1.2474 | 0.693  0.693  0.693  0.0 |  0.242299   0.242299   0.242299  0.0 | 0.692918  0.692918  0.692918  0.0 |      0.0       0.0       0.0  0.0 |  0.242299   0.242299   0.242299  0.0 |  0.001244   0.001244   0.001244  0.0 |  0.001244   0.001244   0.001244  0.0 |  0.48 | 0.0 | 0.0 |  0.001244 |  0.0 | 0.0 |   1.2474 | 0.704008 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |  0.006954 |  0.805985 | 0.093285 |   1.79686    1.79686    1.79686  0.0 | 35.094783  35.094783  35.094783  0.0 | nan | nan | nan | nan |  0.003477 |   304.79046 | 0.093285 |
    | 2017-03-04 00:00:00 |  -0.3 |  0.2 | 0.0 | 0.0 | 0.0 |  0.16 |  0.63   0.63   0.63   1.134 |  0.63   0.63   0.63  0.0 |  0.020512   0.020512   0.020512  0.0 | 0.629363  0.629363  0.629363  0.0 | 0.008717  0.008717  0.008717  0.0 |  0.011794   0.011794   0.011794  0.0 |   0.45975    0.45975    0.45975  0.0 |   0.45975    0.45975    0.45975  0.0 |  0.16 | 0.0 | 0.0 |  0.468467 |  0.0 | 0.0 |    1.134 | 0.639455 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |  0.271901 |  0.686722 | 0.079482 |  1.306986   1.306986   1.306986  0.0 | 34.646828  34.646828  34.646828  0.0 | nan | nan | nan | nan |  0.200043 |  282.803486 | 0.079482 |
    | 2017-03-05 00:00:00 |  -1.7 |  1.7 | 0.0 | 0.0 | 0.0 |  1.36 | 0.504  0.504  0.504  0.9072 | 0.504  0.504  0.504  0.0 |  0.260975   0.260975   0.260975  0.0 | 0.503638  0.503638  0.503638  0.0 | 0.019573  0.019573  0.019573  0.0 |  0.241402   0.241402   0.241402  0.0 |   0.00479    0.00479    0.00479  0.0 |   0.00479    0.00479    0.00479  0.0 |  1.36 | 0.0 | 0.0 |  0.024363 |  0.0 | 0.0 |   0.9072 | 0.511709 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |  0.184323 |  0.621006 | 0.071876 |  1.902373   1.902373   1.902373  0.0 | 34.883439  34.883439  34.883439  0.0 | nan | nan | nan | nan |  0.040083 |  261.237836 | 0.071876 |
    | 2017-03-06 00:00:00 |  -4.3 |  0.3 | 0.0 | 0.0 | 0.0 |  0.24 | 0.378  0.378  0.378  0.6804 | 0.378  0.378  0.378  0.0 |  0.068207   0.068207   0.068207  0.0 | 0.377898  0.377898  0.377898  0.0 |      0.0       0.0       0.0  0.0 |  0.068207   0.068207   0.068207  0.0 |  0.000001   0.000001   0.000001  0.0 |  0.000001   0.000001   0.000001  0.0 |  0.24 | 0.0 | 0.0 |  0.000001 |  0.0 | 0.0 |   0.6804 | 0.383948 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |  0.033848 |  0.539065 | 0.062392 |  1.696269   1.696269   1.696269  0.0 | 34.951645  34.951645  34.951645  0.0 | nan | nan | nan | nan |  0.006235 |  235.502773 | 0.062392 |
    | 2017-03-07 00:00:00 |  -6.4 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.441  0.441  0.441  0.7938 | 0.441  0.441  0.441  0.0 |       0.0        0.0        0.0  0.0 | 0.440409  0.440409  0.440409  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |       0.0        0.0        0.0  0.0 |       0.0        0.0        0.0  0.0 |   0.0 | 0.0 | 0.0 |       0.0 |  0.0 | 0.0 |   0.7938 | 0.447476 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |  0.008314 |  0.460003 | 0.053241 |   1.25586    1.25586    1.25586  0.0 | 34.951645  34.951645  34.951645  0.0 | nan | nan | nan | nan | -0.002078 |  212.116224 | 0.053241 |
    | 2017-03-08 00:00:00 |  -4.0 |  1.8 | 0.0 | 0.0 | 0.0 |  1.44 | 0.441  0.441  0.441  0.7938 | 0.441  0.441  0.441  0.0 |  0.301973   0.301973   0.301973  0.0 | 0.440654  0.440654  0.440654  0.0 |      0.0       0.0       0.0  0.0 |  0.301973   0.301973   0.301973  0.0 |  0.000002   0.000002   0.000002  0.0 |  0.000002   0.000002   0.000002  0.0 |  1.44 | 0.0 | 0.0 |  0.000002 |  0.0 | 0.0 |   0.7938 | 0.447717 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | -0.001793 |   0.39616 | 0.045852 |  1.953233   1.953233   1.953233  0.0 | 35.253616  35.253616  35.253616  0.0 | nan | nan | nan | nan | -0.000284 |  192.866568 | 0.045852 |
    | 2017-03-09 00:00:00 |  -2.4 |  8.9 | 0.0 | 0.0 | 0.0 |  7.12 | 0.315  0.315  0.315   0.567 | 0.315  0.315  0.315  0.0 |  6.159253   6.159253   6.159253  0.0 | 0.314994  0.314994  0.314994  0.0 |      0.0       0.0       0.0  0.0 |  6.159253   6.159253   6.159253  0.0 |  0.000453   0.000453   0.000453  0.0 |  0.000453   0.000453   0.000453  0.0 |  7.12 | 0.0 | 0.0 |  0.000453 |  0.0 | 0.0 |    0.567 | 0.320034 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |  0.000011 |   0.35272 | 0.040824 |  2.598986   2.598986   2.598986  0.0 | 41.412416  41.412416  41.412416  0.0 | nan | nan | nan | nan |  0.000157 |  181.784116 | 0.040824 |
    | 2017-03-10 00:00:00 |  -2.2 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.504  0.504  0.504  0.9072 | 0.504  0.504  0.504  0.0 |       0.0        0.0        0.0  0.0 | 0.503987  0.503987  0.503987  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |  0.000888   0.000888   0.000888  0.0 |  0.000888   0.000888   0.000888  0.0 |   0.0 | 0.0 | 0.0 |  0.000888 |  0.0 | 0.0 |   0.9072 | 0.512051 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |  0.000506 |  0.314282 | 0.036375 |  2.094999   2.094999   2.094999  0.0 | 41.411528  41.411528  41.411528  0.0 | nan | nan | nan | nan |   0.00054 |  165.187617 | 0.036375 |
    | 2017-03-11 00:00:00 |  -2.3 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 |  0.63   0.63   0.63   1.134 |  0.63   0.63   0.63  0.0 |       0.0        0.0        0.0  0.0 | 0.629751  0.629751  0.629751  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |  0.000634   0.000634   0.000634  0.0 |  0.000634   0.000634   0.000634  0.0 |   0.0 | 0.0 | 0.0 |  0.000634 |  0.0 | 0.0 |    1.134 | 0.639836 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |  0.000931 |  0.272705 | 0.031563 |  1.465249   1.465249   1.465249  0.0 | 41.410894  41.410894  41.410894  0.0 | nan | nan | nan | nan |  0.000243 |  150.463971 | 0.031563 |
    | 2017-03-12 00:00:00 |  -3.4 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.756  0.756  0.756  1.3608 | 0.756  0.756  0.756  0.0 |       0.0        0.0        0.0  0.0 | 0.748148  0.748148  0.748148  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |  0.000016   0.000016   0.000016  0.0 |  0.000016   0.000016   0.000016  0.0 |   0.0 | 0.0 | 0.0 |  0.000016 |  0.0 | 0.0 |   1.3608 | 0.760401 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |  0.000329 |  0.237333 | 0.027469 |  0.717101   0.717101   0.717101  0.0 | 41.410879  41.410879  41.410879  0.0 | nan | nan | nan | nan | -0.000071 |   137.25262 | 0.027469 |
    | 2017-03-13 00:00:00 |  -3.8 |  0.9 | 0.0 | 0.0 | 0.0 |  0.72 | 0.567  0.567  0.567  1.0206 | 0.567  0.567  0.567  0.0 |  0.002965   0.002965   0.002965  0.0 | 0.552718  0.552718  0.552718  0.0 |      0.0       0.0       0.0  0.0 |  0.002965   0.002965   0.002965  0.0 |  0.000004   0.000004   0.000004  0.0 |  0.000004   0.000004   0.000004  0.0 |  0.72 | 0.0 | 0.0 |  0.000004 |  0.0 | 0.0 |   1.0206 | 0.562076 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | -0.000093 |  0.208385 | 0.024119 |  0.881418   0.881418   0.881418  0.0 |  41.41384   41.41384   41.41384  0.0 | nan | nan | nan | nan |  0.000026 |  126.528211 | 0.024119 |
    | 2017-03-14 00:00:00 |  -0.6 |  0.1 | 0.0 | 0.0 | 0.0 |  0.08 | 0.567  0.567  0.567  1.0206 | 0.567  0.567  0.567  0.0 |  0.000192   0.000192   0.000192  0.0 | 0.535229  0.535229  0.535229  0.0 | 0.000067  0.000067  0.000067  0.0 |  0.000125   0.000125   0.000125  0.0 |  0.184058   0.184058   0.184058  0.0 |  0.184058   0.184058   0.184058  0.0 |  0.08 | 0.0 | 0.0 |  0.184125 |  0.0 | 0.0 |   1.0206 | 0.544936 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |  0.106415 |  0.188324 | 0.021797 |  0.425997   0.425997   0.425997  0.0 | 41.229907  41.229907  41.229907  0.0 | nan | nan | nan | nan |  0.077736 |  121.385715 | 0.021797 |
    | 2017-03-15 00:00:00 |  -1.7 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.756  0.756  0.756  1.3608 | 0.756  0.756  0.756  0.0 |       0.0        0.0        0.0  0.0 | 0.492029  0.492029  0.492029  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |   0.00479    0.00479    0.00479  0.0 |   0.00479    0.00479    0.00479  0.0 |   0.0 | 0.0 | 0.0 |   0.00479 |  0.0 | 0.0 |   1.3608 | 0.509404 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |  0.068412 |  0.177555 |  0.02055 | -0.066032  -0.066032  -0.066032  0.0 | 41.225117  41.225117  41.225117  0.0 | nan | nan | nan | nan |  0.014115 |  114.499349 |  0.02055 |
    | 2017-03-16 00:00:00 |   0.7 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.882  0.882  0.882  1.5876 | 0.882  0.882  0.882  0.0 |       0.0        0.0        0.0  0.0 | 0.249425  0.249425  0.249425  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |  3.633659   3.633659   3.633659  0.0 |  3.633659   3.633659   3.633659  0.0 |   0.0 | 0.0 | 0.0 |  3.633659 |  0.0 | 0.0 |   1.5876 | 0.276189 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |  2.075009 |   0.24936 | 0.028861 | -0.315457  -0.315457  -0.315457  0.0 | 37.591458  37.591458  37.591458  0.0 | nan | nan | nan | nan |  1.572764 |   202.11922 | 0.028861 |
    | 2017-03-17 00:00:00 |  -1.6 |  3.9 | 0.0 | 0.0 | 0.0 |  3.12 | 0.693  0.693  0.693  1.2474 | 0.693  0.693  0.693  0.0 |  0.251138   0.251138   0.251138  0.0 | 0.602565  0.602565  0.602565  0.0 | 0.025114  0.025114  0.025114  0.0 |  0.226024   0.226024   0.226024  0.0 |  0.006707   0.006707   0.006707  0.0 |  0.006707   0.006707   0.006707  0.0 |  3.12 | 0.0 | 0.0 |  0.031821 |  0.0 | 0.0 |   1.2474 | 0.615461 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |  1.369598 |  0.496609 | 0.057478 |  1.950841   1.950841   1.950841  0.0 | 37.810775  37.810775  37.810775  0.0 | nan | nan | nan | nan |  0.234987 |  246.271666 | 0.057478 |
    | 2017-03-18 00:00:00 |  -2.8 |  8.7 | 0.0 | 0.0 | 0.0 |  6.96 | 0.693  0.693  0.693  1.2474 | 0.693  0.693  0.693  0.0 |  5.752427   5.752427   5.752427  0.0 | 0.692984  0.692984  0.692984  0.0 |      0.0       0.0       0.0  0.0 |  5.752427   5.752427   5.752427  0.0 |  0.000117   0.000117   0.000117  0.0 |  0.000117   0.000117   0.000117  0.0 |  6.96 | 0.0 | 0.0 |  0.000117 |  0.0 | 0.0 |   1.2474 | 0.704072 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |   0.20355 |  0.520082 | 0.060195 |   2.46543    2.46543    2.46543  0.0 | 43.563084  43.563084  43.563084  0.0 | nan | nan | nan | nan |  0.031555 |  235.954109 | 0.060195 |
    | 2017-03-19 00:00:00 |  -2.9 | 26.4 | 0.0 | 0.0 | 0.0 | 21.12 | 0.315  0.315  0.315   0.567 | 0.315  0.315  0.315  0.0 | 20.411176  20.411176  20.411176  0.0 | 0.314999  0.314999  0.314999  0.0 |      0.0       0.0       0.0  0.0 | 20.411176  20.411176  20.411176  0.0 |  0.000084   0.000084   0.000084  0.0 |  0.000084   0.000084   0.000084  0.0 | 21.12 | 0.0 | 0.0 |  0.000084 |  0.0 | 0.0 |    0.567 | 0.320039 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |  0.027353 |  0.495111 | 0.057305 |  2.859255   2.859255   2.859255  0.0 | 63.974177  63.974177  63.974177  0.0 | nan | nan | nan | nan |  0.004285 |  233.091874 | 0.057305 |
    | 2017-03-20 00:00:00 |   0.7 | 11.5 | 0.0 | 0.0 | 0.0 |   9.2 | 0.378  0.378  0.378  0.6804 | 0.378  0.378  0.378  0.0 |  8.951477   8.951477   8.951477  0.0 | 0.377999  0.377999  0.377999  0.0 | 6.042247  6.042247  6.042247  0.0 |   2.90923    2.90923    2.90923  0.0 |  3.633659   3.633659   3.633659  0.0 |  3.633659   3.633659   3.633659  0.0 |   9.2 | 0.0 | 0.0 |  9.675906 |  0.0 | 0.0 |   0.6804 | 0.384047 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |  5.502898 |  0.817301 | 0.094595 |   2.72978    2.72978    2.72978  0.0 | 63.249748  63.249748  63.249748  0.0 | nan | nan | nan | nan |  4.177293 |  470.388437 | 0.094595 |
    | 2017-03-21 00:00:00 |  -1.8 |  0.9 | 0.0 | 0.0 | 0.0 |  0.72 | 0.945  0.945  0.945   1.701 | 0.945  0.945  0.945  0.0 |  0.548136   0.548136   0.548136  0.0 | 0.944963  0.944963  0.944963  0.0 | 0.027407  0.027407  0.027407  0.0 |  0.520729   0.520729   0.520729  0.0 |   0.00342    0.00342    0.00342  0.0 |   0.00342    0.00342    0.00342  0.0 |  0.72 | 0.0 | 0.0 |  0.030827 |  0.0 | 0.0 |    1.701 | 0.960084 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |  3.630626 |  1.749968 | 0.202543 |  1.956681   1.956681   1.956681  0.0 | 63.767056  63.767056  63.767056  0.0 | nan | nan | nan | nan |  0.577494 |  559.809702 | 0.202543 |
    | 2017-03-22 00:00:00 |  -2.1 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 |  1.26   1.26   1.26   2.268 |  1.26   1.26   1.26  0.0 |       0.0        0.0        0.0  0.0 | 1.251526  1.251526  1.251526  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |  0.001244   0.001244   0.001244  0.0 |  0.001244   0.001244   0.001244  0.0 |   0.0 | 0.0 | 0.0 |  0.001244 |  0.0 | 0.0 |    2.268 | 1.271856 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |  0.500436 |  1.687171 | 0.195274 |  0.705154   0.705154   0.705154  0.0 | 63.765812  63.765812  63.765812  0.0 | nan | nan | nan | nan |  0.078302 |  497.704544 | 0.195274 |
    | 2017-03-23 00:00:00 |  -2.8 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 1.008  1.008  1.008  1.8144 | 1.008  1.008  1.008  0.0 |       0.0        0.0        0.0  0.0 |  0.74934   0.74934   0.74934  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |  0.000117   0.000117   0.000117  0.0 |  0.000117   0.000117   0.000117  0.0 |   0.0 | 0.0 | 0.0 |  0.000117 |  0.0 | 0.0 |   1.8144 | 0.770641 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |   0.06619 |  1.374635 | 0.159101 | -0.044186  -0.044186  -0.044186  0.0 | 63.765695  63.765695  63.765695  0.0 | nan | nan | nan | nan |   0.01223 |  430.401718 | 0.159101 |
    | 2017-03-24 00:00:00 |  -2.8 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 1.008  1.008  1.008  1.8144 | 1.008  1.008  1.008  0.0 |       0.0        0.0        0.0  0.0 | 0.286063  0.286063  0.286063  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |  0.000117   0.000117   0.000117  0.0 |  0.000117   0.000117   0.000117  0.0 |   0.0 | 0.0 | 0.0 |  0.000117 |  0.0 | 0.0 |   1.8144 |  0.31663 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |  0.008232 |  1.107468 | 0.128179 | -0.330248  -0.330248  -0.330248  0.0 | 63.765577  63.765577  63.765577  0.0 | nan | nan | nan | nan |  0.004116 |  373.617276 | 0.128179 |
    | 2017-03-25 00:00:00 |  -2.1 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.756  0.756  0.756  1.3608 | 0.756  0.756  0.756  0.0 |       0.0        0.0        0.0  0.0 | 0.109167  0.109167  0.109167  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |  0.001244   0.001244   0.001244  0.0 |  0.001244   0.001244   0.001244  0.0 |   0.0 | 0.0 | 0.0 |  0.001244 |  0.0 | 0.0 |   1.3608 | 0.134199 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |  0.005903 |  0.901366 | 0.104325 | -0.439415  -0.439415  -0.439415  0.0 | 63.764333  63.764333  63.764333  0.0 | nan | nan | nan | nan | -0.000542 |  327.477421 | 0.104325 |
    | 2017-03-26 00:00:00 |  -1.3 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.819  0.819  0.819  1.4742 | 0.819  0.819  0.819  0.0 |       0.0        0.0        0.0  0.0 | 0.080905  0.080905  0.080905  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |  0.018374   0.018374   0.018374  0.0 |  0.018374   0.018374   0.018374  0.0 |   0.0 | 0.0 | 0.0 |  0.018374 |  0.0 | 0.0 |   1.4742 | 0.108771 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |  0.011888 |  0.743612 | 0.086066 |  -0.52032   -0.52032   -0.52032  0.0 | 63.745958  63.745958  63.745958  0.0 | nan | nan | nan | nan |  0.005944 |  289.405125 | 0.086066 |
    | 2017-03-27 00:00:00 |  -1.0 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 1.008  1.008  1.008  1.8144 | 1.008  1.008  1.008  0.0 |       0.0        0.0        0.0  0.0 | 0.072233  0.072233  0.072233  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |      0.05       0.05       0.05  0.0 |      0.05       0.05       0.05  0.0 |   0.0 | 0.0 | 0.0 |      0.05 |  0.0 | 0.0 |   1.8144 | 0.107076 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |  0.032214 |  0.622194 | 0.072013 | -0.592552  -0.592552  -0.592552  0.0 | 63.695958  63.695958  63.695958  0.0 | nan | nan | nan | nan |   0.02373 |  258.059532 | 0.072013 |
    | 2017-03-28 00:00:00 |   0.3 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 1.197  1.197  1.197  2.1546 | 1.197  1.197  1.197  0.0 |       0.0        0.0        0.0  0.0 | 0.064013  0.064013  0.064013  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |   1.95975    1.95975    1.95975  0.0 |   1.95975    1.95975    1.95975  0.0 |   0.0 | 0.0 | 0.0 |   1.95975 |  0.0 | 0.0 |   2.1546 | 0.105825 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |  1.132357 |  0.590953 | 0.068397 | -0.656565  -0.656565  -0.656565  0.0 | 61.736209  61.736209  61.736209  0.0 | nan | nan | nan | nan |  0.851123 |  281.842756 | 0.068397 |
    | 2017-03-29 00:00:00 |   1.0 |  1.5 | 0.0 | 0.0 | 0.0 |   1.2 | 0.504  0.504  0.504  0.9072 | 0.504  0.504  0.504  0.0 |  0.000144   0.000144   0.000144  0.0 | 0.204166  0.204166  0.204166  0.0 | 0.000108  0.000108  0.000108  0.0 |  0.000036   0.000036   0.000036  0.0 |      5.05       5.05       5.05  0.0 |      5.05       5.05       5.05  0.0 |   1.2 | 0.0 | 0.0 |  5.050108 |  0.0 | 0.0 |   0.9072 | 0.218227 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |  3.602778 |  0.866616 | 0.100303 |  0.339124   0.339124   0.339124  0.0 | 56.686245  56.686245  56.686245  0.0 | nan | nan | nan | nan |  2.298453 |  415.340864 | 0.100303 |
    | 2017-03-30 00:00:00 |   4.4 |  0.3 | 0.0 | 0.0 | 0.0 |  0.24 | 0.945  0.945  0.945   1.701 | 0.945  0.945  0.945  0.0 |   0.00005    0.00005    0.00005  0.0 | 0.601868  0.601868  0.601868  0.0 |  0.00005   0.00005   0.00005  0.0 |       0.0        0.0        0.0  0.0 | 22.000001  22.000001  22.000001  0.0 | 22.000001  22.000001  22.000001  0.0 |  0.24 | 0.0 | 0.0 | 22.000051 |  0.0 | 0.0 |    1.701 |  0.62385 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 14.476228 |  2.422961 | 0.280435 | -0.022794  -0.022794  -0.022794  0.0 | 34.686244  34.686244  34.686244  0.0 | nan | nan | nan | nan |  9.822275 | 1002.066976 | 0.280435 |
    | 2017-03-31 00:00:00 |   7.0 |  0.2 | 0.0 | 0.0 | 0.0 |  0.16 | 1.701  1.701  1.701  3.0618 | 1.701  1.701  1.701  0.0 |  0.000007   0.000007   0.000007  0.0 | 0.470491  0.470491  0.470491  0.0 | 0.000007  0.000007  0.000007  0.0 |       0.0        0.0        0.0  0.0 |      35.0       35.0       35.0  0.0 | 34.731609  34.731609  34.731609  0.0 |  0.16 | 0.0 | 0.0 | 34.731616 |  0.0 | 0.0 |   3.0618 | 0.522317 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 28.356183 |  7.950003 | 0.920139 | -0.333291  -0.333291  -0.333291  0.0 | -0.045365  -0.045365  -0.045365  0.0 | nan | nan | nan | nan | 16.197708 | 1991.118031 | 0.920139 |
    | 2017-04-01 00:00:00 |   3.8 |  4.5 | 0.0 | 0.0 | 0.0 |   3.6 | 0.945  0.945  0.945   1.728 | 0.945  0.945  0.945  0.0 |  0.413728   0.413728   0.413728  0.0 | 0.831573  0.831573  0.831573  0.0 | 0.413728  0.413728  0.413728  0.0 |       0.0        0.0        0.0  0.0 | 19.000004  19.000004  19.000004  0.0 |  0.919718   0.919718   0.919718  0.0 |   3.6 | 0.0 | 0.0 |  1.333446 |  0.0 | 0.0 |    1.728 | 0.849501 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 14.790422 | 13.481342 |  1.56034 |  2.021409   2.021409   2.021409  0.0 | -0.965084  -0.965084  -0.965084  0.0 | nan | nan | nan | nan |  2.740732 | 2043.653612 |  1.56034 |
    | 2017-04-02 00:00:00 |   1.4 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 1.008  1.008  1.008  1.8432 | 1.008  1.008  1.008  0.0 |       0.0        0.0        0.0  0.0 | 1.005972  1.005972  1.005972  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |  7.013137   7.013137   7.013137  0.0 |  0.069834   0.069834   0.069834  0.0 |   0.0 | 0.0 | 0.0 |  0.069834 |  0.0 | 0.0 |   1.8432 | 1.022717 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |  2.410784 | 10.827169 | 1.253145 |  1.015436   1.015436   1.015436  0.0 | -1.034918  -1.034918  -1.034918  0.0 | nan | nan | nan | nan |  0.399782 | 1618.580384 | 1.253145 |
    | 2017-04-03 00:00:00 |   0.1 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 |  1.26   1.26   1.26   2.304 |  1.26   1.26   1.26  0.0 |       0.0        0.0        0.0  0.0 | 1.029652  1.029652  1.029652  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |  1.298601   1.298601   1.298601  0.0 |  0.010807   0.010807   0.010807  0.0 |   0.0 | 0.0 | 0.0 |  0.010807 |  0.0 | 0.0 |    2.304 | 1.055139 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |  0.351386 |  7.464324 | 0.863926 | -0.014216  -0.014216  -0.014216  0.0 | -1.045725  -1.045725  -1.045725  0.0 | nan | nan | nan | nan |  0.059203 | 1260.278116 | 0.863926 |
    | 2017-04-04 00:00:00 |  -0.1 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 1.323  1.323  1.323  2.4192 | 1.323  1.323  1.323  0.0 |       0.0        0.0        0.0  0.0 |  0.35708   0.35708   0.35708  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |  0.798601   0.798601   0.798601  0.0 |  0.006391   0.006391   0.006391  0.0 |   0.0 | 0.0 | 0.0 |  0.006391 |  0.0 | 0.0 |   2.4192 | 0.398323 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |  0.053701 |  5.194291 | 0.601191 | -0.371296  -0.371296  -0.371296  0.0 | -1.052115  -1.052115  -1.052115  0.0 | nan | nan | nan | nan |  0.011893 | 1000.775704 | 0.601191 |
    | 2017-04-05 00:00:00 |  -0.5 |  0.4 | 0.0 | 0.0 | 0.0 |  0.32 | 1.071  1.071  1.071  1.9584 | 1.071  1.071  1.071  0.0 |  0.000008   0.000008   0.000008  0.0 | 0.210309  0.210309  0.210309  0.0 | 0.000003  0.000003  0.000003  0.0 |  0.000005   0.000005   0.000005  0.0 |  0.251908   0.251908   0.251908  0.0 |  0.001978   0.001978   0.001978  0.0 |  0.32 | 0.0 | 0.0 |  0.001981 |  0.0 | 0.0 |   1.9584 |  0.24527 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |  0.009252 |  3.736082 | 0.432417 | -0.261613  -0.261613  -0.261613  0.0 | -1.054088  -1.054088  -1.054088  0.0 | nan | nan | nan | nan |  0.004622 |   812.78656 | 0.432417 |
    | 2017-04-06 00:00:00 |  -0.8 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 1.071  1.071  1.071  1.9584 | 1.071  1.071  1.071  0.0 |       0.0        0.0        0.0  0.0 | 0.175292  0.175292  0.175292  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |  0.096611   0.096611   0.096611  0.0 |  0.000754   0.000754   0.000754  0.0 |   0.0 | 0.0 | 0.0 |  0.000754 |  0.0 | 0.0 |   1.9584 | 0.210954 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |  0.003584 |  2.771673 | 0.320795 | -0.436905  -0.436905  -0.436905  0.0 | -1.054842  -1.054842  -1.054842  0.0 | nan | nan | nan | nan |  0.001792 |  672.420148 | 0.320795 |
    | 2017-04-07 00:00:00 |   0.1 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.504  0.504  0.504  0.9216 | 0.504  0.504  0.504  0.0 |       0.0        0.0        0.0  0.0 | 0.053397  0.053397  0.053397  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |  1.298601   1.298601   1.298601  0.0 |  0.009889   0.009889   0.009889  0.0 |   0.0 | 0.0 | 0.0 |  0.009889 |  0.0 | 0.0 |   0.9216 | 0.070761 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |  0.007862 |  2.112451 | 0.244497 | -0.490302  -0.490302  -0.490302  0.0 | -1.064732  -1.064732  -1.064732  0.0 | nan | nan | nan | nan |  0.003819 |  566.261243 | 0.244497 |
    | 2017-04-08 00:00:00 |   0.6 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.819  0.819  0.819  1.4976 | 0.819  0.819  0.819  0.0 |       0.0        0.0        0.0  0.0 | 0.067384  0.067384  0.067384  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 |  3.184058   3.184058   3.184058  0.0 |  0.022513   0.022513   0.022513  0.0 |   0.0 | 0.0 | 0.0 |  0.022513 |  0.0 | 0.0 |   1.4976 | 0.095989 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |  0.017946 |  1.648182 | 0.190762 | -0.557687  -0.557687  -0.557687  0.0 | -1.087244  -1.087244  -1.087244  0.0 | nan | nan | nan | nan |  0.008385 |  483.233915 | 0.190762 |
    | 2017-04-09 00:00:00 |   2.5 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 1.575  1.575  1.575    2.88 | 1.575  1.575  1.575  0.0 |       0.0        0.0        0.0  0.0 | 0.091899  0.091899  0.091899  0.0 |      0.0       0.0       0.0  0.0 |       0.0        0.0        0.0  0.0 | 12.500323  12.500323  12.500323  0.0 |  0.071094   0.071094   0.071094  0.0 |   0.0 | 0.0 | 0.0 |  0.071094 |  0.0 | 0.0 |     2.88 | 0.147661 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |  0.049923 |  1.310392 | 0.151666 | -0.649586  -0.649586  -0.649586  0.0 | -1.158338  -1.158338  -1.158338  0.0 | nan | nan | nan | nan |  0.029557 |  417.280525 | 0.151666 |

There is no violation of the water balance:

>>> round_(model.check_waterbalance(conditions))
0.0

.. _wland_wag_no_land_area:

no land area
____________

|wland_wag| also works for "catchments" consisting of surface water areas only.  This
setting somehow contradicts the original `WALRUS`_ concept.  However, it may help to
set up |wland_wag| with small "raster sub-catchments" in water basins with large lakes.
Besides setting the number of hydrological response units (|NU|) to one, we need to
reset the values of some parameters which lose their information when their shape
changes:

>>> nu(1)
>>> aur(1.0)
>>> lt(WATER)
>>> er(False)
>>> model.update_parameters()
>>> model.petmodel.parameters.control.dampingfactor(1.0)
>>> model.petmodel.retmodel.parameters.control.evapotranspirationfactor(0.9)

Assigning a new value to parameter |NU| also changes the shape of the state sequences
|IC| and |SP|.  Hence, we must again query the relevant initial conditions for applying
method |wland_model.BaseModel.check_waterbalance| after simulation:

>>> test.inits.ic = 0.0
>>> test.inits.sp = 0.0
>>> test.reset_inits()
>>> conditions = model.conditions

In contrast to the :ref:`wland_wag_no_vadose_zone` example, the generated runoff (|RH|)
nearly vanishes due to the little rise in the water level, even for the two heavy
precipitation events.  Our "catchment" now works like a lake, and nearly all stored
precipitation water evaporates sooner or later:

.. integration-test::

    >>> test("wland_wag_no_land_area",
    ...      axis1=(fluxes.pc, fluxes.et, fluxes.rh), axis2=(states.hs,))
    |                date |     t |    p | fxg | fxs | dhs |    pc |     pe | pet |  tf |  ei |  rf |  sf |  pm |  am |    ps | pve |  pv |  pq | etve | etv |       es |       et |  gr | fxs | fxg | cdg | fgse | fgs | fqs |       rh |        r |  ic |  sp | dve |  dv | hge |  dg |  hq |        hs |   outlet |
    ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
    | 2017-02-10 00:00:00 | -10.8 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.6588 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.000067 | 0.000067 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 |      0.0 |      0.0 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 | -2.000067 |      0.0 |
    | 2017-02-11 00:00:00 |  -9.5 |  0.4 | 0.0 | 0.0 | 0.0 |  0.32 | 0.8784 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |  0.32 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |  0.00024 |  0.00024 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 |      0.0 |      0.0 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 | -1.680307 |      0.0 |
    | 2017-02-12 00:00:00 |  -8.9 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.7686 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |  0.00034 |  0.00034 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 |      0.0 |      0.0 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 | -1.680647 |      0.0 |
    | 2017-02-13 00:00:00 |  -9.6 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.4392 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.000194 | 0.000194 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 |      0.0 |      0.0 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 | -1.680841 |      0.0 |
    | 2017-02-14 00:00:00 |  -9.3 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.4392 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.000194 | 0.000194 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 |      0.0 |      0.0 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 | -1.681035 |      0.0 |
    | 2017-02-15 00:00:00 |  -6.3 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.4392 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.000194 | 0.000194 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 |      0.0 |      0.0 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 | -1.681229 |      0.0 |
    | 2017-02-16 00:00:00 |  -3.6 |  0.2 | 0.0 | 0.0 | 0.0 |  0.16 | 0.4392 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |  0.16 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.000299 | 0.000299 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 |      0.0 |      0.0 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 | -1.521528 |      0.0 |
    | 2017-02-17 00:00:00 |  -3.5 |  4.5 | 0.0 | 0.0 | 0.0 |   3.6 | 0.3294 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |   3.6 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.188582 | 0.188582 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 | 0.000088 |  0.00001 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 |  1.889802 |  0.00001 |
    | 2017-02-18 00:00:00 |  -4.6 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.3294 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.329245 | 0.329245 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 | 0.000313 | 0.000036 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 |  1.560243 | 0.000036 |
    | 2017-02-19 00:00:00 |  -3.2 |  3.2 | 0.0 | 0.0 | 0.0 |  2.56 | 0.4392 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |  2.56 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.439031 | 0.439031 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 | 0.000621 | 0.000072 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 |  3.680592 | 0.000072 |
    | 2017-02-20 00:00:00 |  -1.3 |  4.6 | 0.0 | 0.0 | 0.0 |  3.68 | 0.3294 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |  3.68 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |   0.3294 |   0.3294 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 |  0.00177 | 0.000205 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 |  7.029422 | 0.000205 |
    | 2017-02-21 00:00:00 |  -2.2 |  2.3 | 0.0 | 0.0 | 0.0 |  1.84 | 0.6588 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |  1.84 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |   0.6588 |   0.6588 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 | 0.002902 | 0.000336 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 |   8.20772 | 0.000336 |
    | 2017-02-22 00:00:00 |  -1.5 | 18.0 | 0.0 | 0.0 | 0.0 |  14.4 | 0.8784 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |  14.4 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |   0.8784 |   0.8784 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 | 0.008592 | 0.000994 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 | 21.720728 | 0.000994 |
    | 2017-02-23 00:00:00 |  -3.0 | 19.2 | 0.0 | 0.0 | 0.0 | 15.36 |  0.549 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 15.36 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |    0.549 |    0.549 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 | 0.022164 | 0.002565 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 | 36.509564 | 0.002565 |
    | 2017-02-24 00:00:00 |  -5.0 |  0.4 | 0.0 | 0.0 | 0.0 |  0.32 | 0.8784 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |  0.32 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |   0.8784 |   0.8784 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 | 0.030012 | 0.003474 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 | 35.921151 | 0.003474 |
    | 2017-02-25 00:00:00 |  -4.9 |  8.3 | 0.0 | 0.0 | 0.0 |  6.64 |  0.549 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |  6.64 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |    0.549 |    0.549 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 | 0.033553 | 0.003883 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 | 41.978598 | 0.003883 |
    | 2017-02-26 00:00:00 |  -0.9 |  5.3 | 0.0 | 0.0 | 0.0 |  4.24 | 0.4392 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |  4.24 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |   0.4392 |   0.4392 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 | 0.040028 | 0.004633 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 | 45.739371 | 0.004633 |
    | 2017-02-27 00:00:00 |   1.4 |  0.7 | 0.0 | 0.0 | 0.0 |  0.56 | 1.4274 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |  0.56 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |   1.4274 |   1.4274 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 | 0.041965 | 0.004857 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 | 44.830005 | 0.004857 |
    | 2017-02-28 00:00:00 |  -3.4 |  2.7 | 0.0 | 0.0 | 0.0 |  2.16 | 0.9882 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |  2.16 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |   0.9882 |   0.9882 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 | 0.042121 | 0.004875 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 | 45.959685 | 0.004875 |
    | 2017-03-01 00:00:00 |  -4.3 |  1.6 | 0.0 | 0.0 | 0.0 |  1.28 | 0.7938 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |  1.28 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |   0.7938 |   0.7938 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 | 0.043217 | 0.005002 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 | 46.402668 | 0.005002 |
    | 2017-03-02 00:00:00 |  -3.3 |  2.5 | 0.0 | 0.0 | 0.0 |   2.0 | 0.7938 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |   2.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |   0.7938 |   0.7938 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 | 0.044351 | 0.005133 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 | 47.564517 | 0.005133 |
    | 2017-03-03 00:00:00 |  -2.1 |  0.6 | 0.0 | 0.0 | 0.0 |  0.48 | 1.2474 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |  0.48 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |   1.2474 |   1.2474 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 | 0.044597 | 0.005162 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 |  46.75252 | 0.005162 |
    | 2017-03-04 00:00:00 |  -0.3 |  0.2 | 0.0 | 0.0 | 0.0 |  0.16 |  1.134 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |  0.16 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |    1.134 |    1.134 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 | 0.043306 | 0.005012 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 | 45.735214 | 0.005012 |
    | 2017-03-05 00:00:00 |  -1.7 |  1.7 | 0.0 | 0.0 | 0.0 |  1.36 | 0.9072 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |  1.36 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |   0.9072 |   0.9072 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 | 0.042879 | 0.004963 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 | 46.145135 | 0.004963 |
    | 2017-03-06 00:00:00 |  -4.3 |  0.3 | 0.0 | 0.0 | 0.0 |  0.24 | 0.6804 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |  0.24 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |   0.6804 |   0.6804 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 | 0.042828 | 0.004957 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 | 45.661907 | 0.004957 |
    | 2017-03-07 00:00:00 |  -6.4 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.7938 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |   0.7938 |   0.7938 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 | 0.041909 | 0.004851 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 | 44.826198 | 0.004851 |
    | 2017-03-08 00:00:00 |  -4.0 |  1.8 | 0.0 | 0.0 | 0.0 |  1.44 | 0.7938 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |  1.44 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |   0.7938 |   0.7938 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 | 0.041748 | 0.004832 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 |  45.43065 | 0.004832 |
    | 2017-03-09 00:00:00 |  -2.4 |  8.9 | 0.0 | 0.0 | 0.0 |  7.12 |  0.567 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |  7.12 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |    0.567 |    0.567 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 | 0.046858 | 0.005423 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 | 51.936792 | 0.005423 |
    | 2017-03-10 00:00:00 |  -2.2 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.9072 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |   0.9072 |   0.9072 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 | 0.050832 | 0.005883 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 | 50.978759 | 0.005883 |
    | 2017-03-11 00:00:00 |  -2.3 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 |  1.134 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |    1.134 |    1.134 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 | 0.049255 | 0.005701 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 | 49.795504 | 0.005701 |
    | 2017-03-12 00:00:00 |  -3.4 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 1.3608 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |   1.3608 |   1.3608 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 | 0.047368 | 0.005482 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 | 48.387336 | 0.005482 |
    | 2017-03-13 00:00:00 |  -3.8 |  0.9 | 0.0 | 0.0 | 0.0 |  0.72 | 1.0206 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |  0.72 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |   1.0206 |   1.0206 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 | 0.046101 | 0.005336 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 | 48.040635 | 0.005336 |
    | 2017-03-14 00:00:00 |  -0.6 |  0.1 | 0.0 | 0.0 | 0.0 |  0.08 | 1.0206 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |  0.08 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |   1.0206 |   1.0206 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 |  0.04515 | 0.005226 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 | 47.054884 | 0.005226 |
    | 2017-03-15 00:00:00 |  -1.7 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 1.3608 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |   1.3608 |   1.3608 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 | 0.043461 |  0.00503 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 | 45.650624 |  0.00503 |
    | 2017-03-16 00:00:00 |   0.7 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 1.5876 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |   1.5876 |   1.5876 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 | 0.041347 | 0.004786 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 | 44.021677 | 0.004786 |
    | 2017-03-17 00:00:00 |  -1.6 |  3.9 | 0.0 | 0.0 | 0.0 |  3.12 | 1.2474 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |  3.12 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |   1.2474 |   1.2474 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 |  0.04149 | 0.004802 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 | 45.852787 | 0.004802 |
    | 2017-03-18 00:00:00 |  -2.8 |  8.7 | 0.0 | 0.0 | 0.0 |  6.96 | 1.2474 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |  6.96 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |   1.2474 |   1.2474 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 | 0.046842 | 0.005422 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 | 51.518546 | 0.005422 |
    | 2017-03-19 00:00:00 |  -2.9 | 26.4 | 0.0 | 0.0 | 0.0 | 21.12 |  0.567 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 21.12 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |    0.567 |    0.567 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 | 0.067073 | 0.007763 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 | 72.004472 | 0.007763 |
    | 2017-03-20 00:00:00 |   0.7 | 11.5 | 0.0 | 0.0 | 0.0 |   9.2 | 0.6804 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |   9.2 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |   0.6804 |   0.6804 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 | 0.091743 | 0.010618 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 | 80.432329 | 0.010618 |
    | 2017-03-21 00:00:00 |  -1.8 |  0.9 | 0.0 | 0.0 | 0.0 |  0.72 |  1.701 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |  0.72 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |    1.701 |    1.701 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 | 0.098337 | 0.011382 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 | 79.352992 | 0.011382 |
    | 2017-03-22 00:00:00 |  -2.1 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 |  2.268 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |    2.268 |    2.268 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 | 0.095182 | 0.011016 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 |  76.98981 | 0.011016 |
    | 2017-03-23 00:00:00 |  -2.8 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 1.8144 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |   1.8144 |   1.8144 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 | 0.091308 | 0.010568 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 | 75.084102 | 0.010568 |
    | 2017-03-24 00:00:00 |  -2.8 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 1.8144 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |   1.8144 |   1.8144 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 |   0.0879 | 0.010174 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 | 73.181802 | 0.010174 |
    | 2017-03-25 00:00:00 |  -2.1 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 1.3608 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |   1.3608 |   1.3608 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 | 0.084938 | 0.009831 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 | 71.736064 | 0.009831 |
    | 2017-03-26 00:00:00 |  -1.3 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 1.4742 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |   1.4742 |   1.4742 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 | 0.082313 | 0.009527 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 | 70.179552 | 0.009527 |
    | 2017-03-27 00:00:00 |  -1.0 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 1.8144 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |   1.8144 |   1.8144 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 | 0.079331 | 0.009182 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 | 68.285821 | 0.009182 |
    | 2017-03-28 00:00:00 |   0.3 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 2.1546 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |   2.1546 |   2.1546 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 | 0.075815 | 0.008775 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 | 66.055405 | 0.008775 |
    | 2017-03-29 00:00:00 |   1.0 |  1.5 | 0.0 | 0.0 | 0.0 |   1.2 | 0.9072 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |   1.2 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |   0.9072 |   0.9072 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 | 0.074113 | 0.008578 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 | 66.274092 | 0.008578 |
    | 2017-03-30 00:00:00 |   4.4 |  0.3 | 0.0 | 0.0 | 0.0 |  0.24 |  1.701 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |  0.24 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |    1.701 |    1.701 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 | 0.073013 | 0.008451 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 | 64.740079 | 0.008451 |
    | 2017-03-31 00:00:00 |   7.0 |  0.2 | 0.0 | 0.0 | 0.0 |  0.16 | 3.0618 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |  0.16 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |   3.0618 |   3.0618 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 |  0.06929 |  0.00802 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 |  61.76899 |  0.00802 |
    | 2017-04-01 00:00:00 |   3.8 |  4.5 | 0.0 | 0.0 | 0.0 |   3.6 |  1.728 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |   3.6 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |    1.728 |    1.728 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 | 0.068327 | 0.007908 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 | 63.572662 | 0.007908 |
    | 2017-04-02 00:00:00 |   1.4 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 1.8432 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |   1.8432 |   1.8432 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 | 0.068237 | 0.007898 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 | 61.661225 | 0.007898 |
    | 2017-04-03 00:00:00 |   0.1 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 |  2.304 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |    2.304 |    2.304 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 | 0.064772 | 0.007497 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 | 59.292453 | 0.007497 |
    | 2017-04-04 00:00:00 |  -0.1 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 2.4192 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |   2.4192 |   2.4192 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 | 0.060918 | 0.007051 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 | 56.812335 | 0.007051 |
    | 2017-04-05 00:00:00 |  -0.5 |  0.4 | 0.0 | 0.0 | 0.0 |  0.32 | 1.9584 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |  0.32 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |   1.9584 |   1.9584 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 | 0.057657 | 0.006673 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 | 55.116278 | 0.006673 |
    | 2017-04-06 00:00:00 |  -0.8 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 1.9584 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |   1.9584 |   1.9584 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 | 0.054817 | 0.006345 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 | 53.103062 | 0.006345 |
    | 2017-04-07 00:00:00 |   0.1 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.9216 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |   0.9216 |   0.9216 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 | 0.052558 | 0.006083 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 | 52.128904 | 0.006083 |
    | 2017-04-08 00:00:00 |   0.6 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 1.4976 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |   1.4976 |   1.4976 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 | 0.050682 | 0.005866 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 | 50.580622 | 0.005866 |
    | 2017-04-09 00:00:00 |   2.5 |  0.0 | 0.0 | 0.0 | 0.0 |   0.0 |   2.88 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |   0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 |     2.88 |     2.88 | 0.0 | 0.0 | 0.0 | 0.0 |  0.0 | 0.0 | 0.0 | 0.047417 | 0.005488 | 0.0 | 0.0 | nan | nan | nan | nan | 0.0 | 47.653205 | 0.005488 |

There is no violation of the water balance:

>>> round_(model.check_waterbalance(conditions))
0.0
"""
# import...
# ...from HydPy
from hydpy.exe.modelimports import *
from hydpy.core import modeltools
from hydpy.core.typingtools import *
from hydpy.interfaces import dischargeinterfaces
from hydpy.interfaces import petinterfaces
from hydpy.interfaces import stateinterfaces

# ...from wland
from hydpy.models.wland import wland_model
from hydpy.models.wland import wland_solver
from hydpy.models.wland.wland_constants import *


class Model(
    wland_model.BaseModel,
    wland_model.Main_PETModel_V1,
    wland_model.Main_PETModel_V2,
    wland_model.Main_DischargeModel_V2,
    wland_model.Main_WaterLevelModel_V1,
    wland_model.Sub_TempModel_V1,
    wland_model.Sub_PrecipModel_V1,
    wland_model.Sub_SnowCoverModel_V1,
):
    """|wland_wag.DOCNAME.complete|."""

    DOCNAME = modeltools.DocName(
        short="W-Wag",
        description="extended version of the original Wageningen WALRUS model",
    )
    __HYDPY_ROOTMODEL__ = True

    SOLVERPARAMETERS = (
        wland_solver.AbsErrorMax,
        wland_solver.RelErrorMax,
        wland_solver.RelDTMin,
        wland_solver.RelDTMax,
    )
    SOLVERSEQUENCES = ()
    INLET_METHODS = (
        wland_model.Calc_PE_PET_V1,
        wland_model.Calc_FR_V1,
        wland_model.Calc_PM_V1,
    )
    RECEIVER_METHODS = (wland_model.Pick_HS_V1,)
    INTERFACE_METHODS = (
        wland_model.Get_Temperature_V1,
        wland_model.Get_MeanTemperature_V1,
        wland_model.Get_Precipitation_V1,
        wland_model.Get_SnowCover_V1,
    )
    ADD_METHODS = (
        wland_model.Calc_PE_PET_PETModel_V1,
        wland_model.Calc_PE_PET_PETModel_V2,
    )
    PART_ODE_METHODS = (
        wland_model.Calc_FXS_V1,
        wland_model.Calc_FXG_V1,
        wland_model.Calc_PC_V1,
        wland_model.Calc_TF_V1,
        wland_model.Calc_EI_V1,
        wland_model.Calc_RF_V1,
        wland_model.Calc_SF_V1,
        wland_model.Calc_AM_V1,
        wland_model.Calc_PS_V1,
        wland_model.Calc_WE_W_V1,
        wland_model.Calc_PVE_PV_V1,
        wland_model.Calc_PQ_V1,
        wland_model.Calc_BetaE_Beta_V1,
        wland_model.Calc_ETVE_ETV_V1,
        wland_model.Calc_ES_V1,
        wland_model.Calc_FQS_V1,
        wland_model.Calc_GR_V1,
        wland_model.Calc_FGSE_V1,
        wland_model.Calc_FGS_V1,
        wland_model.Calc_RH_V1,
        wland_model.Calc_DVEq_V1,
        wland_model.Calc_CDG_V1,
    )
    FULL_ODE_METHODS = (
        wland_model.Update_IC_V1,
        wland_model.Update_SP_V1,
        wland_model.Update_DVE_V1,
        wland_model.Update_DV_V1,
        wland_model.Update_HGE_V1,
        wland_model.Update_DG_V1,
        wland_model.Update_HQ_V1,
        wland_model.Update_HS_V1,
    )
    OUTLET_METHODS = (
        wland_model.Calc_ET_V1,
        wland_model.Calc_R_V1,
        wland_model.Pass_R_V1,
    )
    SENDER_METHODS = ()
    SUBMODELINTERFACES = (
        petinterfaces.PETModel_V1,
        petinterfaces.PETModel_V2,
        dischargeinterfaces.DischargeModel_V2,
        stateinterfaces.WaterLevelModel_V1,
    )
    SUBMODELS = ()

    petmodel = modeltools.SubmodelProperty(
        petinterfaces.PETModel_V1, petinterfaces.PETModel_V2
    )
    dischargemodel = modeltools.SubmodelProperty(dischargeinterfaces.DischargeModel_V2)
    waterlevelmodel = modeltools.SubmodelProperty(stateinterfaces.WaterLevelModel_V1)


tester = Tester()
cythonizer = Cythonizer()
